ICMA has partnered with SAS, a data management software and services company, to develop a new report that brings the power of data analytics and smart community practices to local governments worldwide. By downloading this report, local leaders will gain insight on how the economic, environmental, and social benefits of smart community practices can be realized on a global scale. When activated, these practices help local governments make informed decisions across such operational sectors as public safety, energy, transportation, purchasing, public health, transportation, land use, water and wastewater, environmental quality, and more.
This report highlights smart cities technologies that communities are deploying across the energy and water sectors. It also examines challenges— some unique to these sectors and some that apply more broadly across smart cities applications.
1. Public input is essential to the municipal decision process and is legally required by the Municipal Government Act for certain types of decisions like bylaw adoptions and statutory plan amendments.
2. Public input should be incorporated for decisions that have the potential to significantly impact residents, such as land use planning, infrastructure projects, and service level changes. Input helps councils understand resident perspectives and needs.
3. The level of public input should match the scope and complexity of the decision, with more significant decisions warranting more extensive consultation through techniques like open houses, surveys and online forums. Ensuring the right amount and type of
The document discusses President Obama's commitment to transparency in government. It outlines his memorandum requiring federal agencies to disclose more information and data to the public. It provides examples of government websites and applications, like Recovery.gov, that reveal details of stimulus spending. The goal is to empower citizens and increase trust in government by giving people insight into how taxpayer dollars are spent.
This document provides data and statistics from the 2014 edition of LSC by the Numbers, which presents information on funding, client services, demographics, staffing, and other metrics for Legal Services Corporation (LSC) grantees. Some key figures include: LSC appropriations of $335 million in 2014; LSC grantees served over 1.8 million people and closed nearly 758,000 cases; grantees employed over 8,700 staff members; and over 63 million Americans were eligible for LSC-funded legal assistance in 2014.
This document provides guidance on mapping civic tech and data ecosystems. It discusses choosing a purpose, scope, data collection methodology, and mapping software. The document also covers key steps like analyzing the ecosystem map to identify gaps, opportunities for collaboration, and areas for growth. The overall goal is to help groups strengthen relationships and identify shared priorities through the mapping process.
SURVEY OF LEBANESE CITIZENS’ PRIORITY CONCERNS AND ATTITUDES TOWARDS CIVIC EN...PACE LEBANON
This survey of 2,000 Lebanese citizens ages 16 and older sought to understand their main concerns, attitudes toward civic engagement, and media usage. The top national concerns were economic issues like the high cost of living and unemployment, as well as political instability. At the local level, infrastructure issues like electricity and the high cost of living were most important. Citizens have the most confidence in the Lebanese armed forces and civil society organizations but little faith in political parties and government to address their priorities. While open to cross-confessional cooperation, most feel unable to enact change nationally or locally. Television, radio, newspapers, and the internet are widely used for news and information.
The Legal Services Corporation launched a private fundraising campaign in 2013 to support new projects and programs beyond what is provided by congressional funding. This includes expanding access to justice through technology, rural legal corps, pro bono programs for lawyers and law students, and leadership training for legal aid programs. The Board of Directors approved a framework to raise funds for LSC's 40th anniversary in 2014, and two law firms pledged lead gifts to support the campaign.
This report highlights smart cities technologies that communities are deploying across the energy and water sectors. It also examines challenges— some unique to these sectors and some that apply more broadly across smart cities applications.
1. Public input is essential to the municipal decision process and is legally required by the Municipal Government Act for certain types of decisions like bylaw adoptions and statutory plan amendments.
2. Public input should be incorporated for decisions that have the potential to significantly impact residents, such as land use planning, infrastructure projects, and service level changes. Input helps councils understand resident perspectives and needs.
3. The level of public input should match the scope and complexity of the decision, with more significant decisions warranting more extensive consultation through techniques like open houses, surveys and online forums. Ensuring the right amount and type of
The document discusses President Obama's commitment to transparency in government. It outlines his memorandum requiring federal agencies to disclose more information and data to the public. It provides examples of government websites and applications, like Recovery.gov, that reveal details of stimulus spending. The goal is to empower citizens and increase trust in government by giving people insight into how taxpayer dollars are spent.
This document provides data and statistics from the 2014 edition of LSC by the Numbers, which presents information on funding, client services, demographics, staffing, and other metrics for Legal Services Corporation (LSC) grantees. Some key figures include: LSC appropriations of $335 million in 2014; LSC grantees served over 1.8 million people and closed nearly 758,000 cases; grantees employed over 8,700 staff members; and over 63 million Americans were eligible for LSC-funded legal assistance in 2014.
This document provides guidance on mapping civic tech and data ecosystems. It discusses choosing a purpose, scope, data collection methodology, and mapping software. The document also covers key steps like analyzing the ecosystem map to identify gaps, opportunities for collaboration, and areas for growth. The overall goal is to help groups strengthen relationships and identify shared priorities through the mapping process.
SURVEY OF LEBANESE CITIZENS’ PRIORITY CONCERNS AND ATTITUDES TOWARDS CIVIC EN...PACE LEBANON
This survey of 2,000 Lebanese citizens ages 16 and older sought to understand their main concerns, attitudes toward civic engagement, and media usage. The top national concerns were economic issues like the high cost of living and unemployment, as well as political instability. At the local level, infrastructure issues like electricity and the high cost of living were most important. Citizens have the most confidence in the Lebanese armed forces and civil society organizations but little faith in political parties and government to address their priorities. While open to cross-confessional cooperation, most feel unable to enact change nationally or locally. Television, radio, newspapers, and the internet are widely used for news and information.
The Legal Services Corporation launched a private fundraising campaign in 2013 to support new projects and programs beyond what is provided by congressional funding. This includes expanding access to justice through technology, rural legal corps, pro bono programs for lawyers and law students, and leadership training for legal aid programs. The Board of Directors approved a framework to raise funds for LSC's 40th anniversary in 2014, and two law firms pledged lead gifts to support the campaign.
A manager’s guide to assessing the impact of government social media interact...Boris Loukanov
A Manager’s Guide to Assessing the Impact of Government Social Media Interactions
by Ines Mergel, Associate Professor of Public Administration Maxwell School of Citizenship and Public Affairs, Syracuse University
Published by IBM Center for The Business of Government
www.businessofgovernment.org
This document discusses various ways that governments are engaging citizens through online tools and technologies. It provides examples of different countries and organizations using the internet to facilitate citizen participation in government processes. Some key initiatives mentioned include the UK's e-petition system, Estonia's online civic engagement platform "My Better Estonia", Brazil's experiments with participatory lawmaking and budgeting, and the US government's use of social media and online town halls under the Obama administration. The document emphasizes that while technology enables new forms of engagement, in-person interactions remain important for civic participation.
The document provides background information on broadband infrastructure in the United States and Winneshiek County, Iowa. It discusses the history of infrastructure development from electricity to the internet. Fiber optic cable is highlighted as the preferred technology for high-speed broadband due to its ability to transmit large amounts of data over long distances without interference. Winneshiek County suffers from a lack of fiber infrastructure like many rural areas. The Decorah MetroNet partnership was established to provide high-speed internet access through a fiber network, but seeks to expand its infrastructure and membership.
This document discusses the opportunity for ASEAN countries to accelerate their digital economies through policy changes. It outlines that ASEAN has the potential to become a global digital leader due to its large population and economic growth. However, there are also several roadblocks currently inhibiting further digital development, such as weak broadband infrastructure, regulations hindering financial technology and e-commerce, and a lack of a single digital market. The document proposes five policy imperatives to address these challenges, including pursuing universal broadband access, accelerating mobile financial services and e-commerce, enhancing digital trust and security, strengthening local digital industries, and fostering innovation across ASEAN.
This document provides a summary of the digital media landscape in Bulgaria. It discusses Bulgaria's transition to digital broadcasting, the growth of new media platforms, and the convergence of traditional and digital media. Key points covered include the dominance of television as the main source of news, the public broadcaster's struggles with funding and political interference, the rise of user-generated content and social media, and the country's progress toward developing policies and regulations to govern the digital media sector.
SOCIAL MEDIA ANALYTICS FOR SENTIMENT ANALYSIS AND EVENT DETECTION IN SMART CI...cscpconf
Smart cities utilize Internet of Things (IoT) devices and sensors to enhance the quality of the city
services including energy, transportation, health, and much more. They generate massive
volumes of structured and unstructured data on a daily basis. Also, social networks, such as
Twitter, Facebook, and Google+, are becoming a new source of real-time information in smart
cities. Social network users are acting as social sensors. These datasets so large and complex
are difficult to manage with conventional data management tools and methods. To become
valuable, this massive amount of data, known as 'big data,' needs to be processed and
comprehended to hold the promise of supporting a broad range of urban and smart cities
functions, including among others transportation, water, and energy consumption, pollution
surveillance, and smart city governance. In this work, we investigate how social media analytics
help to analyze smart city data collected from various social media sources, such as Twitter and
Facebook, to detect various events taking place in a smart city and identify the importance of
events and concerns of citizens regarding some events. A case scenario analyses the opinions of
users concerning the traffic in three largest cities in the UAE
The document discusses the emergence of municipal spatial data infrastructures by 2016. It argues that municipalities will transform from "hunter-gatherers" of urban data to "farmers" of municipal information. Key points include municipalities capturing all structural changes and activity snapshots at the source; adopting tools like regulations, incentives, and education to encourage data sharing; and using web services and open-source approaches to build spatial data infrastructures from the bottom-up.
R@D 4 - Digital Activism Survey Report 2009DigiActive
This document provides a summary of key findings from the Digital Activism Survey Report 2009. The report analyzes data from a survey of 122 digital activists from around the world. Key findings include:
- Respondents were most commonly aged 26-30, with few under 20. This challenges the idea that "digital natives" are most active online.
- Male respondents outnumbered females outside of North America, challenging views of technology as gender-neutral.
- Respondents had high levels of internet access and use, though this group is not representative of global internet users. Digital activism requires substantial access and skills that are most common among the global middle class.
- Social networks were the most common platform for digital
Regulating for a Digital Economy: Understanding the Importance of Cross-Borde...accacloud
Cross-border data access, usage, and exchange are essential to economic growth in the digital age. Every sector—including manufacturing, services, agriculture, and retail—relies on data and on the global flow of that data. Whether directly, or by indirectly taking advantage of global-scale data infrastructure such as cloud computing, global connectivity has enabled cross-border economic activity, allowing individuals, startups, and small businesses to participate in global markets. However, while the economic and trade opportunity from connectivity and data flows are significant, governments are increasingly introducing measures which restrict data flows—data localization measures.
This report reviews the various mechanisms by which governments are attempting to manage their digital economy. It covers the issues of data localization and data residency, clarifies cross-border data flow restrictions by developing a typology of data localization mechanisms like privacy, cybersecurity, law enforcement, digital protectionism, and levelling the playing field for businesses.
Sponsored by the Asia Cloud Computing Association, this report was independently researched and published by the Brookings Institution and TRPC Pte Ltd.
For more information, visit us at http://www.asiacloudcomputing.org
Data Science & BI Salary & Skills ReportPaul Buzby
The document is a report on data science and business intelligence skills and salaries based on a large survey. Some of the key findings from the report include:
- Small and medium enterprises pay inexperienced data scientists and analysts higher starting salaries than large enterprises. Finance also offers high pay for those just starting out.
- Data architect is a highly valuable role, especially in fast-paced industries like media and entertainment where building business-critical solutions is important.
- While consulting has many data professionals with over 20 years of experience, education/academia and research attract less experienced data scientists despite not being the highest paying industries.
Civic User Testing Group as a New Model for UX Testing, Digital Skills Development, and Community Engagement in Civic Tech
By Daniel X. O’Neil and the Smart Chicago Collaborative
This is the CUTGroup book, an extensive how-to on the Civic User Testing Group—a set of regular Chicago residents who get paid to test civic apps. It began with a simple idea—that civic technologists should be in communion with the people they seek to serve—and it has grown to a community of more than 800 people who work together to make lives better through technology.
In this book, we cover in great detail how we do UX (or user experience) testing, community engagement, and digital skills in one civic tech system. We cover the hardware and software you need, methods for tester and developer recruitment, test design, location scouting, and results analysis. We show detailed budgets, exact website configurations, complete text of recruitment emails, the raw results of every test we’ve conducted, and all the other nuts and bolts it takes to make a CUTGroup in your city.
This white paper discusses the compliance implications of using social media for credit unions. It notes that while regulations do not explicitly address social media, existing rules around advertising, data protection, and records retention still apply. The paper outlines various compliance risks like data leakage and inappropriate employee comments. It provides examples of issues credit unions have faced with social media use. The paper recommends that credit unions develop social media policies and implement controls to mitigate risks, such as monitoring content, preventing data leakage, blocking threats, logging all content, and archiving.
The Georgia Enterprise IT Strategic Plan 2020 is intended
to assist state government’s technology and business
leaders in making informed technology decisions for their
agencies. It establishes focus areas and goals for the state’s
IT enterprise over the next six years.
The plan does not replace the business-oriented plans
of individual state agencies. As a secondary planning
document, it assists agencies in aligning their use of
technology with the direction established for the state’s
IT enterprise. Technologies highlighted in the plan can
be used by all state agencies regardless of their mission
or complexity.
This document summarizes a study on the economic value of the advertising-supported internet ecosystem:
1) The study found that direct employment in the U.S. internet ecosystem doubled from 2007 to 2011, adding 1 million new jobs for a total of 2 million. Including indirect jobs, 5.1 million jobs are now owed to the internet.
2) Growth was fastest in the consumer support layer of digital ad agencies, ad networks, analytics firms, and listening platforms that support consumer-facing companies. This layer was the "unsung hero" driving innovation and growth over the last four years.
3) Sole proprietors and very small firms contributed 375,000 jobs and were big beneficiaries,
Big Data, Little Data, and Everything in Betweenxband
This white paper discusses how IBM SPSS solutions help organizations analyze both big data and smaller datasets to provide analytics to diverse users. It notes that while many organizations claim to have big data, analytics needs vary widely depending on the user and department. The paper advocates providing a unified analytics platform that can scale from small to large datasets and meet the needs of users with different skill levels. It also discusses trends toward predictive analytics and giving more users access to modeling tools to support data-driven decision making across organizations.
Georgia Enterprise Technology Strategic Plan 2020State of Georgia
The Georgia Enterprise IT Strategic Plan 2020 is intended
to assist state government’s technology and business
leaders in making informed technology decisions for their
agencies. It establishes focus areas and goals for the state’s
IT enterprise over the next six years.
The plan does not replace the business-oriented plans
of individual state agencies. As a secondary planning
document, it assists agencies in aligning their use of
technology with the direction established for the state’s
IT enterprise. Technologies highlighted in the plan can
be used by all state agencies regardless of their mission
or complexity.
The document discusses customer experience management (CEM) and how it helps organizations engage with customers across multiple channels by extracting value from managed content. CEM aims to exceed customer expectations to improve business results. It allows organizations to reach out to customers instead of waiting for them to come, and create a consistent digital presence. The document explores how social media, mobility, and rich media are impacting customer interactions and priorities for organizations.
IBM is helping companies leverage big data through its IBM big data platform and supercomputing capabilities. The document discusses how Vestas Wind Systems uses IBM's solution to analyze weather data and provide location site data in minutes instead of weeks from 2.8 petabytes to 24 petabytes of data. It also mentions how other customers like x+1, KTH Royal Institute of Technology, and University of Ontario-Institute of Technology are achieving growth, reducing traffic times, and improving patient outcomes respectively through big data analytics. The VP of IBM business development hopes readers will consider IBM for their big data challenges.
Big data & advanced analytics in Telecom: A multi-billion-dollar revenue oppo...mustafa sarac
This document discusses how big data and advanced analytics can create new revenue opportunities for telecom companies. It notes that telecom providers collect vast amounts of subscriber data but often lack solutions to correlate and analyze this data in real-time. Investing in big data analytics could help telecoms improve business processes, gain insights from customer data, increase operational efficiency, and enhance the customer experience. The document examines various use cases and estimates the potential market size for big data solutions in the telecom industry.
The FY 2017 edition of the Annual State IT Report from GTA looks at how much executive branch agencies spent on infrastructure, network services, applications, and other IT-related activities in FY 2017.
This document summarizes a study on zero-day vulnerabilities and exploits. The study obtained rare access to data on zero-day vulnerabilities and exploits to analyze metrics like life status, longevity, collision rates, and development costs. Some key findings include: 1) exploits have an average lifespan of 6.9 years after discovery before being patched, but 25% will last less than 1.5 years and 25% will last over 9.5 years, 2) after 1 year, approximately 5.7% of vulnerabilities in a stockpile will be discovered and disclosed by others, and 3) once an exploitable vulnerability is found, the median time to develop a working exploit is 22 days. The results provide insights to inform policy debates on
Big data. By now you have heard the term and it’s easy to grasp what it means as the world continues to create 2.5
quintillion bytes daily. Or, maybe not; can you fathom one quintillion bytes? I can’t. But I can relate to Vestas Wind
Systems, a leader in the development of wind energy that uses their IBM big data solution and one of the world’s
largest supercomputers to analyze weather information and provide location site data in minutes instead of weeks,
even while its wind library is increasing from 2.8 petabytes to as much as 24 petabytes of data - the equivalent of
1420 times the books in America’s Library of Congress.
A manager’s guide to assessing the impact of government social media interact...Boris Loukanov
A Manager’s Guide to Assessing the Impact of Government Social Media Interactions
by Ines Mergel, Associate Professor of Public Administration Maxwell School of Citizenship and Public Affairs, Syracuse University
Published by IBM Center for The Business of Government
www.businessofgovernment.org
This document discusses various ways that governments are engaging citizens through online tools and technologies. It provides examples of different countries and organizations using the internet to facilitate citizen participation in government processes. Some key initiatives mentioned include the UK's e-petition system, Estonia's online civic engagement platform "My Better Estonia", Brazil's experiments with participatory lawmaking and budgeting, and the US government's use of social media and online town halls under the Obama administration. The document emphasizes that while technology enables new forms of engagement, in-person interactions remain important for civic participation.
The document provides background information on broadband infrastructure in the United States and Winneshiek County, Iowa. It discusses the history of infrastructure development from electricity to the internet. Fiber optic cable is highlighted as the preferred technology for high-speed broadband due to its ability to transmit large amounts of data over long distances without interference. Winneshiek County suffers from a lack of fiber infrastructure like many rural areas. The Decorah MetroNet partnership was established to provide high-speed internet access through a fiber network, but seeks to expand its infrastructure and membership.
This document discusses the opportunity for ASEAN countries to accelerate their digital economies through policy changes. It outlines that ASEAN has the potential to become a global digital leader due to its large population and economic growth. However, there are also several roadblocks currently inhibiting further digital development, such as weak broadband infrastructure, regulations hindering financial technology and e-commerce, and a lack of a single digital market. The document proposes five policy imperatives to address these challenges, including pursuing universal broadband access, accelerating mobile financial services and e-commerce, enhancing digital trust and security, strengthening local digital industries, and fostering innovation across ASEAN.
This document provides a summary of the digital media landscape in Bulgaria. It discusses Bulgaria's transition to digital broadcasting, the growth of new media platforms, and the convergence of traditional and digital media. Key points covered include the dominance of television as the main source of news, the public broadcaster's struggles with funding and political interference, the rise of user-generated content and social media, and the country's progress toward developing policies and regulations to govern the digital media sector.
SOCIAL MEDIA ANALYTICS FOR SENTIMENT ANALYSIS AND EVENT DETECTION IN SMART CI...cscpconf
Smart cities utilize Internet of Things (IoT) devices and sensors to enhance the quality of the city
services including energy, transportation, health, and much more. They generate massive
volumes of structured and unstructured data on a daily basis. Also, social networks, such as
Twitter, Facebook, and Google+, are becoming a new source of real-time information in smart
cities. Social network users are acting as social sensors. These datasets so large and complex
are difficult to manage with conventional data management tools and methods. To become
valuable, this massive amount of data, known as 'big data,' needs to be processed and
comprehended to hold the promise of supporting a broad range of urban and smart cities
functions, including among others transportation, water, and energy consumption, pollution
surveillance, and smart city governance. In this work, we investigate how social media analytics
help to analyze smart city data collected from various social media sources, such as Twitter and
Facebook, to detect various events taking place in a smart city and identify the importance of
events and concerns of citizens regarding some events. A case scenario analyses the opinions of
users concerning the traffic in three largest cities in the UAE
The document discusses the emergence of municipal spatial data infrastructures by 2016. It argues that municipalities will transform from "hunter-gatherers" of urban data to "farmers" of municipal information. Key points include municipalities capturing all structural changes and activity snapshots at the source; adopting tools like regulations, incentives, and education to encourage data sharing; and using web services and open-source approaches to build spatial data infrastructures from the bottom-up.
R@D 4 - Digital Activism Survey Report 2009DigiActive
This document provides a summary of key findings from the Digital Activism Survey Report 2009. The report analyzes data from a survey of 122 digital activists from around the world. Key findings include:
- Respondents were most commonly aged 26-30, with few under 20. This challenges the idea that "digital natives" are most active online.
- Male respondents outnumbered females outside of North America, challenging views of technology as gender-neutral.
- Respondents had high levels of internet access and use, though this group is not representative of global internet users. Digital activism requires substantial access and skills that are most common among the global middle class.
- Social networks were the most common platform for digital
Regulating for a Digital Economy: Understanding the Importance of Cross-Borde...accacloud
Cross-border data access, usage, and exchange are essential to economic growth in the digital age. Every sector—including manufacturing, services, agriculture, and retail—relies on data and on the global flow of that data. Whether directly, or by indirectly taking advantage of global-scale data infrastructure such as cloud computing, global connectivity has enabled cross-border economic activity, allowing individuals, startups, and small businesses to participate in global markets. However, while the economic and trade opportunity from connectivity and data flows are significant, governments are increasingly introducing measures which restrict data flows—data localization measures.
This report reviews the various mechanisms by which governments are attempting to manage their digital economy. It covers the issues of data localization and data residency, clarifies cross-border data flow restrictions by developing a typology of data localization mechanisms like privacy, cybersecurity, law enforcement, digital protectionism, and levelling the playing field for businesses.
Sponsored by the Asia Cloud Computing Association, this report was independently researched and published by the Brookings Institution and TRPC Pte Ltd.
For more information, visit us at http://www.asiacloudcomputing.org
Data Science & BI Salary & Skills ReportPaul Buzby
The document is a report on data science and business intelligence skills and salaries based on a large survey. Some of the key findings from the report include:
- Small and medium enterprises pay inexperienced data scientists and analysts higher starting salaries than large enterprises. Finance also offers high pay for those just starting out.
- Data architect is a highly valuable role, especially in fast-paced industries like media and entertainment where building business-critical solutions is important.
- While consulting has many data professionals with over 20 years of experience, education/academia and research attract less experienced data scientists despite not being the highest paying industries.
Civic User Testing Group as a New Model for UX Testing, Digital Skills Development, and Community Engagement in Civic Tech
By Daniel X. O’Neil and the Smart Chicago Collaborative
This is the CUTGroup book, an extensive how-to on the Civic User Testing Group—a set of regular Chicago residents who get paid to test civic apps. It began with a simple idea—that civic technologists should be in communion with the people they seek to serve—and it has grown to a community of more than 800 people who work together to make lives better through technology.
In this book, we cover in great detail how we do UX (or user experience) testing, community engagement, and digital skills in one civic tech system. We cover the hardware and software you need, methods for tester and developer recruitment, test design, location scouting, and results analysis. We show detailed budgets, exact website configurations, complete text of recruitment emails, the raw results of every test we’ve conducted, and all the other nuts and bolts it takes to make a CUTGroup in your city.
This white paper discusses the compliance implications of using social media for credit unions. It notes that while regulations do not explicitly address social media, existing rules around advertising, data protection, and records retention still apply. The paper outlines various compliance risks like data leakage and inappropriate employee comments. It provides examples of issues credit unions have faced with social media use. The paper recommends that credit unions develop social media policies and implement controls to mitigate risks, such as monitoring content, preventing data leakage, blocking threats, logging all content, and archiving.
The Georgia Enterprise IT Strategic Plan 2020 is intended
to assist state government’s technology and business
leaders in making informed technology decisions for their
agencies. It establishes focus areas and goals for the state’s
IT enterprise over the next six years.
The plan does not replace the business-oriented plans
of individual state agencies. As a secondary planning
document, it assists agencies in aligning their use of
technology with the direction established for the state’s
IT enterprise. Technologies highlighted in the plan can
be used by all state agencies regardless of their mission
or complexity.
This document summarizes a study on the economic value of the advertising-supported internet ecosystem:
1) The study found that direct employment in the U.S. internet ecosystem doubled from 2007 to 2011, adding 1 million new jobs for a total of 2 million. Including indirect jobs, 5.1 million jobs are now owed to the internet.
2) Growth was fastest in the consumer support layer of digital ad agencies, ad networks, analytics firms, and listening platforms that support consumer-facing companies. This layer was the "unsung hero" driving innovation and growth over the last four years.
3) Sole proprietors and very small firms contributed 375,000 jobs and were big beneficiaries,
Big Data, Little Data, and Everything in Betweenxband
This white paper discusses how IBM SPSS solutions help organizations analyze both big data and smaller datasets to provide analytics to diverse users. It notes that while many organizations claim to have big data, analytics needs vary widely depending on the user and department. The paper advocates providing a unified analytics platform that can scale from small to large datasets and meet the needs of users with different skill levels. It also discusses trends toward predictive analytics and giving more users access to modeling tools to support data-driven decision making across organizations.
Georgia Enterprise Technology Strategic Plan 2020State of Georgia
The Georgia Enterprise IT Strategic Plan 2020 is intended
to assist state government’s technology and business
leaders in making informed technology decisions for their
agencies. It establishes focus areas and goals for the state’s
IT enterprise over the next six years.
The plan does not replace the business-oriented plans
of individual state agencies. As a secondary planning
document, it assists agencies in aligning their use of
technology with the direction established for the state’s
IT enterprise. Technologies highlighted in the plan can
be used by all state agencies regardless of their mission
or complexity.
The document discusses customer experience management (CEM) and how it helps organizations engage with customers across multiple channels by extracting value from managed content. CEM aims to exceed customer expectations to improve business results. It allows organizations to reach out to customers instead of waiting for them to come, and create a consistent digital presence. The document explores how social media, mobility, and rich media are impacting customer interactions and priorities for organizations.
IBM is helping companies leverage big data through its IBM big data platform and supercomputing capabilities. The document discusses how Vestas Wind Systems uses IBM's solution to analyze weather data and provide location site data in minutes instead of weeks from 2.8 petabytes to 24 petabytes of data. It also mentions how other customers like x+1, KTH Royal Institute of Technology, and University of Ontario-Institute of Technology are achieving growth, reducing traffic times, and improving patient outcomes respectively through big data analytics. The VP of IBM business development hopes readers will consider IBM for their big data challenges.
Big data & advanced analytics in Telecom: A multi-billion-dollar revenue oppo...mustafa sarac
This document discusses how big data and advanced analytics can create new revenue opportunities for telecom companies. It notes that telecom providers collect vast amounts of subscriber data but often lack solutions to correlate and analyze this data in real-time. Investing in big data analytics could help telecoms improve business processes, gain insights from customer data, increase operational efficiency, and enhance the customer experience. The document examines various use cases and estimates the potential market size for big data solutions in the telecom industry.
The FY 2017 edition of the Annual State IT Report from GTA looks at how much executive branch agencies spent on infrastructure, network services, applications, and other IT-related activities in FY 2017.
This document summarizes a study on zero-day vulnerabilities and exploits. The study obtained rare access to data on zero-day vulnerabilities and exploits to analyze metrics like life status, longevity, collision rates, and development costs. Some key findings include: 1) exploits have an average lifespan of 6.9 years after discovery before being patched, but 25% will last less than 1.5 years and 25% will last over 9.5 years, 2) after 1 year, approximately 5.7% of vulnerabilities in a stockpile will be discovered and disclosed by others, and 3) once an exploitable vulnerability is found, the median time to develop a working exploit is 22 days. The results provide insights to inform policy debates on
Big data. By now you have heard the term and it’s easy to grasp what it means as the world continues to create 2.5
quintillion bytes daily. Or, maybe not; can you fathom one quintillion bytes? I can’t. But I can relate to Vestas Wind
Systems, a leader in the development of wind energy that uses their IBM big data solution and one of the world’s
largest supercomputers to analyze weather information and provide location site data in minutes instead of weeks,
even while its wind library is increasing from 2.8 petabytes to as much as 24 petabytes of data - the equivalent of
1420 times the books in America’s Library of Congress.
This handbook provides guidance for city officials seeking to improve broadband access and affordability in their communities. It reviews the current broadband landscape and outlines best practices and models. The handbook aims to help lower informational barriers for cities just starting to address broadband issues. It covers topics such as the economic and quality of life benefits of faster broadband, examples of successful municipal broadband projects, preliminary steps for cities to take, key issues in developing public-private partnerships, and potential funding opportunities and challenges. The overall goal is to help cities understand how to accelerate deployment of next-generation broadband networks.
Cybersecurity Strategy, Law, and Policy Group AssignmentOllieShoresna
Cybersecurity Strategy, Law, and Policy Group Assignment
CMIT 495: Current Trends and Projects in Computer Networks and Security
[PROFESSOR NAME]
By:
[GROUP MEMBER NAMES]
Introduction
Part 1: National Security Strategy and Cybersecurity
After reading the National Security Strategy (2017), comment on the following.
· Should the United States create a separate cybersecurity strategy to be published alongside the National Security Strategy (NSS), or do you feel the NSS is sufficient? Why or why not?
· Consider your answer in the context of the original National Strategy to Secure Cyberspace (2003). What is not adequately addressed in the National Security Strategy (2017) as it relates to cybersecurity?
Part 2: Public/Private Partnerships
After reading the Cybersecurity Act of 2015, address the private/public partnership with the DHS National Cybersecurity and Communications Integration Center (NCCIC), arguably the most important aspect of the act. The Cybersecurity Act of 2015 allows for private and public sharing of cybersecurity threat information.
· What should the DHS NCCIC (public) share with private sector organizations? What type of threat information would enable private organizations to better secure their networks?
· On the flip side, what should private organizations share with the NCCIC? As it is written, private organization sharing is completely voluntary. Should this be mandatory? If so, what are the implications to the customers' private data?
· The government is not allowed to collect data on citizens. How should the act be updated to make it better and more value-added for the public-private partnership regarding cybersecurity?
Part 3: Private Sector Organizations
Review the General Data Protection Regulation (GDPR) of the European Commission (EU). It includes many provisions and arguably strengthens data protection for individuals within the EU. It even includes the right to be forgotten. The United States does not have a similar regulation. There have only been a few regulations implemented related to US citizens' private data, which include medical and financial industries. Some argue implementing regulation such as GDPR in the United States would hinder innovation. They contend that the End User License Agreements (EULA) provide sufficient protections and allow the citizens to make the choice of what is and is not shared.
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Part 4: Protecting Critical Infrastructure and the Homeland
The Department of Defense (DoD) Cyber Strategy 2018 discusses the protection of critical infrastructure and the homeland. What does that mean to private organizations such as yours? If most critical infrastructure in the United States is owned by the private sector, what responsibility does the DoD have in this regard? Some would argue US laws are outdated and thus the DoD has little ...
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Here is the resume of the contribution by Dr Igor Calzada, MBA to the 2016 Strategic Innovation Summit on Smart Cities that took place in Dublin, held by Harvard University and Dublin City Council on 13th October 2016.
To cite the publication:
Calzada, I. (2016), (Un)Plugging Smart Cities Transformations and Strategies in Europe, Harvard University Whitepaper contribution given on 13th October at 2016 Strategic Innovation Summit: Smart Cities Europe held by the Dublin City Council and the Technology and Entrepreneurship Center at Harvard University in Dublin, Maynooth University. DOI: 10.13140/RG.2.2.34524.80000.
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4. iv SMART COMMUNITIES AND DATA ANALYTICS
FOREWORD
Dear Friends in Local Government,
I am frequently asked, “What is a smart city?” and “Is it realistic to think that my city could be a smart city?” If you are
using information technology to improve the lives of your citizens, you are already being “smart.” If you are not using
information technology but have plans to, you are on your way. Every government—big or small—can employ new
technologies to be more effective and efficient.
As you embark on expanding your use of technology, I encourage you to do two things. First, recognize the impor-
tance of data. The information that we collect about our citizens, utilities, infrastructure, schools, services, and
employees is extraordinarily valuable. And, why collect data unless you are going to use it? When you combine your
data, amazing revelations can be found that will save your organization money. Given the importance of data, begin
with good data management, integration, and governance rules. Your integrated database will act as the solid founda-
tion for all of your smart city endeavors.
Second, use technology to make improvements that you actually need. This sounds incredibly obvious, but the enthu-
siasm of smart city vendors has led a lot of local governments to pilot and install technologies that they don’t need,
can’t maintain, or find to have limited impact. Having a Smart City Strategic Plan will help guide your organization’s
efforts and put the focus on the high-impact, high-return projects.
I hope you find this report as interesting as I have. We can all learn from each other as we strive to use technology to
provide the best government and living conditions for our citizens.
Regards,
Jen
Jennifer Robinson
Director, Local Government Solutions
SAS U.S. Government Practice
Cary, North Carolina, USA
5. SMART COMMUNITIES AND DATA ANALYTICS 1
Section 1.0 Introduction
Local governments are faced with the increasingly dif-
ficult challenge of providing high levels of service while
limiting the expenditure of precious tax payer resources.
Whether it is improving public safety and health, manag-
ing traffic flow, providing clear and efficient planning and
permitting processes, communicating with the public
about performance and budgets, responding to the chal-
lenges of climate change and more, local governments
are working hard to do more with less. One strategy to
accomplish this difficult task is to harness the power of
emerging sources of data and technology to become
more efficient, transparent, and effective.
Known as “smart communities,”i
local governments
across the United States and internationally are using tech-
nology and citizens to collect data, analyze it, and apply the
Internet of Things (IoT) to streamline processes and prac-
tices, track performance, and strategically allocate resources
for more efficient and effective public service delivery.
The use of data to direct public resources is not new,
but the rapid evolution of new technologies and sources
and volumes of data has made new practices possible,
and surpassed the capacity of existing systems to provide
effective results. The advancement of cost-efficient sen-
sors, mobile web applications, availability of big data, new
analytical systems, and a growing awareness about their
potential to make cost-effective and highly efficient opera-
tional changes are driving innovation in local government.
Smart community approaches are being implemented
across the United States and internationally by our larg-
est and most sophisticated cities, but they are also help-
ing smaller municipalities improve their performance. No
matter the size of a place, its ability to respond in real
time to changing economic, environmental, and demo-
graphic conditions speaks to its commitment to livability,
fiscal accountability, and social equity.
ICMA and SAS are working together to bring the
power of data analytics and smart community practices
SMART COMMUNITIES
& Data Analytics
Executive Summary
Smart community practices and data analytics are being
used by more local governments worldwide every year
and are helping them become more efficient and effec-
tive at delivering services across multiple disciplines and
sectors. Local governments have access to huge amounts
of quality demographic, environmental, and economic
data that are publicly available, including but not limited
to data from the U.S. Census Bureau, National Weather
Bureau, Bureau of Labor Statistics, or provided through
private vendors. They are also generating their own data
through stakeholder engagement, staff, and technology.
Putting this data to work means they are able to more
strategically deliver services, make more resources avail-
able to the public, and improve performance.
This report finds that local governments can begin
these practices with existing staff, technology, data, and
resources to achieve compelling results, including cost
savings and enhanced community relations, economic
development, interdepartmental collaboration, public
safety, public health, and more. Once started, local
governments can continue to find areas where even
more advanced systems and technology can amplify
the benefits already received. A key to success is real-
izing that technology and data, while transformative,
will realize their potential only if they are being man-
aged competently by people in a system founded on
clear communication, political and policy support, and a
willingness to adapt.
6. 2 SMART COMMUNITIES AND DATA ANALYTICS
to local governments worldwide. Pairing the unparalleled
ICMA network with industry leader SAS, the economic,
environmental, and social benefits of smart commu-
nity practices can be realized on a global scale. When
activated, these practices help local governments make
informed decisions across operational sectors such as
public safety, energy, transportation, purchasing, public
health, transportation, land use, water and wastewater,
environmental quality, and more. This is becoming even
more important to local governments as new types and
increasing volumes of data are becoming more prevalent
due to the Internet of Things (IoT). Whether data comes
from internal systems, social media, remote sensing
technology, or citizen engagement, SAS is committed
to helping local governments around the world analyze
their data to identify trends and opportunities for action
that make our cities and counties more efficient, effec-
tive, and sustainable.
Section 2.0 Smart Communities and Data
Working together, ICMA and SAS have sought out the
smart community practices of leading municipalities, the
findings of research conducted by ICMA and others, and
highlights from other publications. This report draws
upon experiences within the United States, Canada, and
other countries.
Local governments in the United States interviewed
for this report include:
• Las Vegas, Nevada
• Lewisville, Texas
• Kansas City, Kansas
• New Hanover County, North Carolina
• Madison, Wisconsin
• Louisville, Kentucky
• Omaha, Nebraska
The adoption and aspiration to adopt smart commu-
nity practices was evaluated by ICMA in partnership
with the Smart Cities Council (SCC), through a 2016
survey distributed to local government leaders across
the United States. Responses from 493 city and county
chief administrators identified their priorities, status,
motivators, and barriers for the implementation of smart
community practices. The SCC is a network of lead-
ing companies, universities, laboratories, and standards
bodies working to leverage the transformative power
of smart technologies to create smart, sustainable cities
with high-quality jobs and high-quality living.
According to this survey, 53.9 percent of the respon-
dents considered their commitment to smart community
approaches as a medium-to-high priority (Figure 1).
Survey respondents were also asked to rank their
priorities across different categories of smart commu-
nity sectors. Among those responses, public safety was
a clear favorite, with others tracking closely together
(Figure 2).
When comparing respondents’ priorities to their
active deployment of smart community practices
(Figure 3), however, a gap between them becomes
evident, and this represents opportunity for growth.
This is especially evident with the public safety sector,
which ranked first in priority but sixth in active deploy-
ment. Other areas such as customer service/public
engagement and transportation also demonstrate the
need for increased attention as they ranked in the top
five priorities but did not rank in the top six sectors in
active deployment.
Other informative findings from the 2016 ICMA
survey include:
• The top motivating factor for engaging in smart
community practices is economic development, fol-
lowed closely by operational cost savings, resiliency
for critical operations, enhanced resident services,
and safety and security.
17 .1%
36.8%22.2%
16%
7 .9%
FIGURE 1: 2016 ICMA survey overall commitment question
High priority Medium priority Low priority
Not a priority Not applicable
7. SMART COMMUNITIES AND DATA ANALYTICS 3
ment and request from elected officials coming in
closely behind.
• The two largest barriers respondents face to imple-
menting smart community practices are budget and
internal capacity limitations. Other barriers include
the need for supporting infrastructure, technical
expertise, and reliance on legacy systems.
A full summary of the 2016 ICMA Smart Communities
survey can be found here.
The benefits of adopting smart community policies
and practices vary from place to place and according to
which practice is implemented. This report finds that
overall, practices currently being used tend to reflect the
top motivating factors for local governments to adopt
• Respondents are far more likely to engage in
smart community practices working collabora-
tively with a consultant (69.4 percent) than to
operate them completely independently (14
percent) or to completely outsource them (4
percent).
• Nearly 75 percent of the respondents indicated
that they already engaged or are interested in
engaging in smart community practices in col-
laboration with other communities to aggregate
demand and increase purchasing power.
• Public demand was the leading factor in motivating
communities to engage in or strengthen their smart
community programs, with a clear return on invest-
FIGURE 2: Top priority summary
FIGURE 3: Active deployment ranking summary
8. 4 SMART COMMUNITIES AND DATA ANALYTICS
such practices as identified in the 2016 ICMA survey.
Smart community practices such as open data portals
spur economic development by providing companies
with readily available demographic, spatial, land use,
and economic data available for evaluating location,
expansion, and logistical factors. Sensors and real-time
traffic tracking help move people, freight, and products
faster and more cost-effectively, creating cost savings,
reduced carbon footprints, and cost savings resulting
from reduced driving times. Technology is increasingly
helping utilities manage water, storm water, wastewater,
treatment plants, and infrastructure to protect human
and environmental health, provide regulatory compli-
ance, and realize operational savings. Data analysis helps
protect human health and safety by anticipating water
conditions, adjusting treatment options, and developing
response scenarios for disasters. These are but a few of
the ways in which technology, data analytics, and the IoT
are advancing local governments into the next genera-
tion of smart community practices for local government.
Where to Begin: Getting started can be a stumbling
block for local governments. The ICMA survey in 2016
identified budget and internal capacity limitations as
the two most significant barriers to implementing smart
community technologies and practices. This might be
due to a misperception that adopting smart commu-
nity practices, such as using data analytics, technol-
ogy, and IoT, requires big purchases, expertise, lengthy
processes, and overwhelming amounts of data. This
report finds that starting a smart community approach
can be accomplished by using existing data, technology,
and staff, and can be executed quickly. New Hanover
County, North Carolina and Kansas City, Kansas, are
living examples of how this can be done.
In early 2017, New Hanover County, North Caro-
lina, adopted a revised special use permit (SUP) process
for industrial uses. Amending the existing ordinance
included extensive stakeholder engagement through
which citizens, businesses, and interest groups voiced
their priorities for how they want their county to grow
and operate. The county’s planning staff and leadership
heard repeatedly that the public and businesses need
a more accessible way to be informed about develop-
Page 1 of 10
2016 Smart Cities Survey
Summary Report of Survey Results
Introduction
In 2016, the International City/County Management Association (ICMA) conducted a survey in partnership with the Smart Cities Council to
learn more about the priorities and activities of U.S. local governments related to smart-city technologies. The Smart Cities Council defines
smart cities as communities that use information and communication technology to enhance livability, workability, and sustainability. The
results of this survey provide insight into the current use of smart city technologies in the U.S., as well as key motivators and barriers to the
adoption of these solutions.
Methodology
The survey was sent on paper via postal mail to the chief administrative officers of 3,423 U.S. local governments with populations of
25,000 or greater. An online submission option was also made available to survey recipients. Responses were received from 493 of the
governments surveyed, yielding a response rate of 14.4%. Cities were overrepresented among respondents while counties were
underrepresented. Further, jurisdictions in the western region of the U.S. were overrepresented, while jurisdictions from the northeastern
region were underrepresented. The following report reflects trends among the unweighted survey responses, and should only be
considered to be representative of the responding governments. Weighting should be applied to achieve representation of the broader
survey population.
Jurisdictions
surveyed
Jurisdictions
responding
Response
rate
Overall 3,423 493 14.4%
Type
Municipalities 1,893 358 18.9%
Counties 1,530 135 8.8%
Population cohort
Over 1,000,000 42 9 21.4%
500,000 - 1,000,000 98 14 14.3%
250,000 - 499,999 168 27 16.1%
100,000 - 249,999 532 101 19.0%
50,000 - 99,999 939 136 14.5%
25,000 - 49,999 1,644 206 12.5%
Geographic division
New England 183 19 10.4%
Mid-Atlantic 391 28 7.2%
East North-Central 782 95 12.1%
West North-Central 266 37 13.9%
South Atlantic 541 110 20.3%
East South-Central 253 20 7.9%
West South-Central 354 45 12.7%
Mountain 220 42 19.1%
Pacific Coast 433 97 22.4%
Geographic region
Northeast 574 47 8.2%
North-Central 1,048 132 12.6%
South 1,148 175 15.2%
West 653 139 21.3%
FIND DATA
EVALUATE QUALITY
EVALUATE WHO IS RESPONSIBLE
FOR THE DATA
USE OFF-THE-SHELF TECH
MAKE AVAILABLE
Typical open data process
9. SMART COMMUNITIES AND DATA ANALYTICS 5
ment applications, permits, variances, zone changes,
and more. In response, the planning department used
existing mapping tools, permit, and development data
to create the Development Activity page. Now, up-to-
date information about SUP, rezoning variance applica-
tions, appeals, and more are available to anyone with
access to the Internet. The highly intuitive GIS-based
tool quickly became the third-most visited page on the
New Hanover County website and has not resulted in
an increase in telephone calls directly to department
staff. This result is interpreted as a significant increase in
community awareness without additional burden on staff,
all driven by a smart community practice that was created
in response to citizen input.
In 2016 the Unified Government of the City of
Kansas City and Wyandotte County, Kansas, tasked
staff to create an initiative that tackled the region’s
vacant, abandoned, and nuisance properties, a sig-
nificant concern for public safety, health, aesthetics,
and economic development. In January 2017 staff
presented plans for the Stabilization, Occupation
and Revitalization (SOAR) program, a five-year effort
to identify and address the negative consequences
of these properties. It responds directly to concerns
raised in a 2016 Resident Satisfaction Survey, and is
focused on communication, appearance, and safety.
Their first step was to develop a data-driven under-
standing of the scope of the issue and its impacts.
This involved merging existing datasets managed and
owned by the city/county across multiple departments,
and accessing publicly available and free data including
but not limited to the U.S. Census data and American
Community Survey data. Using the existing and free
data not only created a cost-efficient way to analyze
the issue, it changed organizational culture and opera-
tions, increasing efficiency and efficacy. In the spirit of
“breaking down silos,” the SOAR data analysis involves
seventeen departments whose staff became energized
by understanding their specific role in a larger initiative
and in being connected to their colleagues through-
out the region. As of the date of this report, SOAR’s
data already include an inventory of 3,500 properties
of concern being evaluated by the local land bank.
Further data analysis is also being done to enhance the
city’s partnership with the local Habitat for Humanity
program and to support their joint pursuit of Nodes of
Strength program resources from the U.S. Department
of Housing and Urban Development (HUD).
Once initiated, smart community practices have
proven to be more than effective tools that improve
transparency and performance. By those implementing
them, they are quickly recognized as catalysts that trans-
form the way local governments operate, think, commu-
nicate, and build relationships for the better.
Section 3.0 Data and Decisions
Among the surge in smart community practices and data
analytics, certain trends are emerging and becoming
standard practice for local governments. This section
captures some of these trends and provides insights for
local government leaders and staff to consider when
structuring or growing their smart community programs.
Open Data Portals: Perhaps the most popular smart com-
munity practice identified for this report is the emergence
of open data portals. Open data portals are web-based
sites offering publicly available data and other informa-
tion across a variety of topics and sources. Often built in
response to growing public demand for government trans-
parency, these portals offer data about budgets; decision
making; finances; performance; and GIS-based information
such as land use, development, and zoning.
Citizens are using the openly available data to stay
informed and prioritize their engagement efforts, while
businesses and community-based organizations are
using the data to make informed and strategic invest-
ment, operational, and management decisions. Local
governments themselves are using the portals to collect
information and are applying data analytics to track and
communicate performance.
The city of Las Vegas, Nevada, is widely recognized as
a national leader in open data and data-driven perfor-
mance evaluation. In 2007, the city created Perfor-
mance Plus, an online open data portal used internally
by the city and externally by partners to evaluate the
city’s performance across key performance indicators
(KPI). With strong experience with Performance Plus,
the city decided to take the next step and evolve it into
Results Vegas, a next-generation open data portal and
performance tracking tool. Anyone can go online to see
how the city is performing according to the KPI, which
were created, in part, by crowdsourcing ideas and priori-
ties from the public.
Open Data Protection: If a local government is to
generate and make primary data available for public
10. 6 SMART COMMUNITIES AND DATA ANALYTICS
consumption, the city of Las Vegas advises that local
governments first make sure the data are safe and reli-
able. There are two major factors to consider.
1. That there is no sensitive city or personal infor-
mation in the data that can be used maliciously.
2. That the data are reliable and its users have
accurate expectations about what they describe.
Recognizing the value that dynamic primary data can
be to citizens and businesses, the city of Omaha,
Nebraska, is just embarking upon an adaptive street
signalization process equipped with cameras. It initially
plans to make its live video feeds of traffic conditions
available to the public, who can make informed deci-
sions about commuting times and routes based on real-
time road conditions. From there, it will evaluate the
utility of making other primary data collected through
its elaborate sensor network available to the public for
businesses and others to use.
Local Business Use of Open Data: In line with the
results of the 2016 ICMA survey finding that a local gov-
ernment is strongly motivated to adopt smart community
practices for economic development purposes, the city
of Las Vegas provides publicly available data through its
online por tal. Businesses, including casinos, are using
the open data to make decisions about their operations
and outlook. This includes but is not limited to correlat-
ing their revenue with crime statistics in proximity to
their business, and make informed decisions about secu-
rity, marketing, advocacy, and facility improvements.
These trends and insights underscore the under-
standing that smart community practices and data
analytics are an advanced extension of traditional public
agency operations across all sectors. They are high tech
and sophisticated but at the same time accessible and
have the potential to translate complexity into easily
accessed information with clear benefits.
Longevity Tied to Policy: As local government data
collection and analysis becomes more dynamic, acces-
sible, and utilitarian, local governments are becoming
more reliant on these systems for operational effi-
ciency, communication, and service delivery. As such,
it is important that these systems are continuous, and
treated as essential functions rather than short-term
programs or initiatives. This can be a challenge if it is
the initiative of an individual elected official, agency
leader, or staff person, all of whom eventually move
on. For long-term success, it is important that these
champions institutionalize smart community practices
as direct feeds into policy creation. In Lewisville, Texas,
this was accomplished by passing the Open Data Policy,
and by tying a part of its operations dashboard to
metrics and goals derived from the city’s 2020 Strategic
Plan. By doing so, it is ensuring that these systems will
operate well beyond the tenure of the elected officials,
administration, and staff that initiated them.
These policies do not necessarily have to be spe-
cific to smart communities or data analysis. In 2014,
Madison, Wisconsin, began the City of Madison Racial
Equity and Social Justice Initiative, which weaves
racial equity and social justice through all of the city’s
decisions, policies, and operations. Among many other
things, the initiative recommended a data project
coordinator position, which was created and filled in
2015. This position works to use data to inform city
programs, policies, and spending related to equity
goals, and “… improves utilization of data toward trans-
parency and accountability in city business as it relates
to equity goals.”ii
Two—or More—Birds with One Stone: Smart com-
munity practices can achieve multiple objectives and
produce multiple benefits from a single practice.
For example, as referenced in a 2016 SCC report,iii
San Diego, California, is expecting to save more than
$250,000 per year with an intelligent streetlight
network to control 3,000 lights. By using the system
to turn streetlights on and off when needed, San
Diego is achieving significant operational cost sav-
ings, reducing its carbon footprint, and increasing
public safety.
11. SMART COMMUNITIES AND DATA ANALYTICS 7
Static and Dynamic Data Both Hold Value: Data can
provide a snapshot of conditions (static) as collected in sur-
veys; or they can be a growing, evolving data set (dynamic)
as with remote sensors, mobile applications, or changing
demographics. Both provide valuable insights for decision
making. For example, Lewisville, Texas, launched its open
data portal in early September 2017 using and making
available both static and dynamic data. This includes com-
munity input provided through surveys and stakeholder
engagement activities (static) in addition to data that are
created and uploaded constantly in real time (dynamic),
including but not limited to building permits and inspec-
tions projects. Some data sets can change as often as
every fifteen minutes as information is updated in different
systems across the city, providing a real-life picture of what
is happening in the moment. With this information, the city
has access to precise locations to which code compliance
officers and inspectors can be deployed.
Open-Sourced Applications: From publicly avail-
able data, web and mobile application developers can
create new applications (“apps”) to serve a number of
purposes. The apps can then in turn get posted on the
portal itself. An example is the Open Checkbook app
developed in Las Vegas, tracking public expenditures
by department, type, and vendor.
Quality Data: Understanding who owns and manages
the data can be surprisingly more complicated than it
should be. A common expression regarding data analy-
sis is, “garbage in, garbage out.” The quality of the data
used in any analysis affects its findings, which leads to
important policy decisions and financial and political
investments. Local leaders should feel confident in the
results of data analytics and smart community efforts by
understanding that the data used to conduct analysis
are current, complete, and reliable.
The Kansas City, Kansas, SOAR program uses well-
known secondary sources such as U.S. Census Bureau
data, but it also uses primary data generated by the city,
such as code enforcement data, tax assessor data, and
more. Assembling these data required significant coordi-
nation among different agencies, and ensuring the qual-
ity of multiple sources of data, all of whom had different
practices for collection and management. SOAR data are
shared with the public on its open data portal and can
be used to track progress toward program goals. The
city of Madison, Wisconsin, had a similar experience. A
significant effort of the first data project coordinator’s
first year was spent identifying and evaluating several
sets and sources of data maintained by all departments
within the city. With a solid understanding of its data,
the local government can use data in a reliable way and
make changes to data collection and management prac-
tices when necessary.
Cloud-Based Software and Data Access: When
purchasing software for any department, consider-
ing a cloud-based system is very attractive for sev-
eral reasons, but one critical consideration needs to
be included in discussion and the contract with the
vendor: securing access and ownership rights to the
complete data sets that are collected by the vendor.
It may seem like a common-sense practice but it is
not unusual for vendors to collect extensive data but
only produce reports for the local government cli-
ent. Data is a lucrative asset for those who own it,
and local governments should not only be able to use
their own data, but also not have to purchase it back
from the vendor.
12. 8 SMART COMMUNITIES AND DATA ANALYTICS
Mobile Apps Bridge Gaps: Making mobile apps avail-
able for the public to help monitor community assets
can lead to more efficient management of those assets
and improve public safety and health. They do this by
bridging a gap between citizens’ and the local govern-
ment’s understanding of the condition of its assets.
Through mobile apps, citizens can report things like
derelict structures, failing infrastructure like potholes
and streetlights (Lewisville, Texas), crime, and public
health hazards. With this information easily available,
local government can match service delivery with
community needs nearly immediately, ensuring prob-
lems are addressed quickly and efficiently. These tools
are often evolving from existing 311 CRM systems,
and can expand their capacity by allowing citizens to
upload pictures and answer other questions about the
concerns they report.
Link Stakeholder Input to Decisions and Outcomes: It
can be difficult to show exactly how local stakeholder
input and contributions are reflected in public deci-
sion making, spending, and policy. Smart community
and data analytics can help make those connections
clearer. Many local governments operate mobile or
web-based apps that allow citizens to report conditions
such as crime, vacant properties, potholes, and more;
all this information can be connected to outcomes and
displayed on open data portals. For example, in Lew-
isville, Texas, citizens can report potholes through a
mobile app and then review their open data portal to
review the budget for such fixes. The city then also has
the capacity to display the relationship between citizen
input and public spending on the portal.
Kansas City, Kansas, officials took a proven low-tech
approach to identifying how the public can use the
data: they ask people. So far, vocal responses are for
the open data portal to include more detailed informa-
tion about utilities, historical housing and building data,
and infrastructure capacity (road/water/sewer/telecom).
Kansas City is also working to integrate its 311 system
to the open data portal so the public can see what calls
have been made and what responses resulted from
them. A new app is also being developed to allow 311
reporting and bill payments.
Traffic Control: Traffic congestion created by morn-
ing and evening rush hours, special events, and bad
weather is not only a drain on time, but it has nega-
tive public safety, health, environmental, logistical, and
economic implications. As such, traffic engineers have
long sought solutions to shorten drive times. Widen-
ing roadways is time-consuming, expensive, sometimes
impossible, and too often a temporary solution. The
application of advanced technology and data analyt-
ics is one approach pursued by the city of Omaha,
Nebraska, to help alleviate these problems. With a pri-
mary goal of improving safety for all modes of transpor-
tation (car, bike, pedestrian, transit, etc.), an upgrade of
all 1,000 of the city’s traffic signals to an adaptive traffic
control system is underway. The first phase of imple-
mentation is focused on the two busiest commercial
corridors, requires laying miles of dark fiber optic cable,
new signals, censors, and cameras. These infrastructure
upgrades are important for local governments prepar-
ing for Vehicle-to-Vehicle (V2V) and Vehicle-to-Infra-
structure (V2I) communication technologies becoming
available in new cars.
Section 4.0 Local Governments Using the
Power of Data Analytics
Data provide policy makers, managers, and elected
leaders a foundation upon which to make decisions,
allocate resources, and deliver services. Data also set
a baseline of conditions against which progress toward
policy goals and needs can be measured. Local gov-
13. SMART COMMUNITIES AND DATA ANALYTICS 9
ernments in the United States and internationally are
seeing their operations become more efficient, pro-
cesses become more transparent, and delivery of pub-
lic safety and health services become more effective.
Facilities: The city of Lewisville, Texas, has been
using its data analytics to make strategic decisions
about public facilities. Most recently, this included
using their internal data to relocate a fire station to
better protect a growing population and changing
growth pattern. Making this data-informed decision is
increasing public safety by ensuring that fire response
times are shorter and the protection of humans and
property is more effective.
Stronger Interdepartmental Collaboration: One of
the pitfalls a local government can fall into is when its
departments operate too independently in “silos.” This
can lead to financial, logistical, and political problems
stemming from insufficient communication, shared
purpose, and sense of unity. Local governments insti-
tuting smart community and data analytics policy and
practice are finding by adopting this approach, they
have created a system that breaks the silos and creates
opportunities for departments to collaborate to achieve
a common purpose.
These ideas have been put in motion in Madison,
Wisconsin, by designating a point of contact in all
twenty-six city departments who convene and commu-
nicate to ensure ongoing data collection and refinement
for publishing on the city’s data portal.
Anticipate and Respond: For utilities, like the Cape
Fear Public Utility Authority, maintaining and restor-
ing water and wastewater services before, during, and
after natural disasters is critical to the protection of
human and environmental health and safety. There are
a few off-the-shelf analytical and technology tools that
utilities can use to help accomplish this. HURREVAC
is a free online tool for emergency managers provided
by the Federal Emergency Management Administration
(FEMA), National Oceanic and Atmospheric Adminis-
tration (NOAA), and United States Corps of Engineers
(USACE) that helps simulate real-life disaster scenarios
and anticipate potential operational failures. Being able
to anticipate failures allows the emergency manage-
ment teams to develop responses to each failure so
when disaster does strike, they will be able to better
protect human health and safety by becoming opera-
tional again. HURREVAC also provides a communica-
tion network for emergency managers to share best
practices, lessons learned, and other resources.
Other existing tools used to anticipate disaster
impacts and help develop responses include the U.S.
Department of Defense IC Waters software, and Infor-
mation Sharing and Analysis Centers (ISAC).
Public Health in Real Time: Data analytics can com-
pare existing data against data created in the field
to estimate where certain services and/or enforce-
ment actions might be needed in the community. For
example, Lewisville, Texas’s system tracks public health
inspector information created daily as these individuals
conduct restaurant inspections. This information can
also help the public make informed decisions as the
data portal allows the public to track each permitted
facility’s scores over the last three inspections. As Lew-
isville develops a robust dataset of these health inspec-
tion results, it can correlate scores to other factors
such as seasons, demographics, and more to enable
informed decisions about which businesses should be
inspected and when.
Drinking Water and Technology: Providing safe drink-
ing water is a major task. Starting at the source of
the water, visual and laboratory testing characterizes
the conditions, such as turbidity and total organic
carbon (TOC), so the drinking water treatment facility
can adjust its treatment process accordingly. Lead-
ing utilities, such as Cape Fear Public Utility Authority
(CPUA) in North Carolina, use advanced cloud-based
communication systems, such as Utility Cloud, as a
direct link from field observations to treatment. Using
cameras and staff observations in the field, conditions
are immediately uploaded and available at the plant
and managed through the utility’s supervisory control
and data acquisition (SCADA) system. If problems are
identified in the field, knowing about them in real time
allows troubleshooting to start as the problems are
identified. Utilities can also save the data collected in
the field year after year, allowing for analysis to help
anticipate changes in water conditions relative to
other factors such as weather events, development
patterns, and disasters.
14. 10 SMART COMMUNITIES AND DATA ANALYTICS
Crowdsourcing Public Safety Solutions: In Louisville,
Kentucky, a pilot program using innovative technol-
ogy and communication is protecting public safety by
detecting fires in vacant and abandoned structures.
Louisville has approximately 8,000 vacant/abandoned
properties. These properties have been subject to arson,
endangering the lives of citizens living around them. In
2017 the city piloted a program using a locally cre-
ated technology affectionately called Casper. Casper is
a solar-powered, wireless-connected microphone that
detects the sound of smoke alarms. Mounted on vacant
structures, Casper sends a warning to the fire depart-
ment when it detects the sound of a fire alarm in the
vacant structure. Because the structure is unoccupied,
the alarm would not otherwise trigger a response, allow-
ing the fire to grow and spread to adjacent structures.
IT Staff Considerations: Many local governments
across the country have proven that smart community
and data analytics efforts can be started with exist-
ing staff and resources, but a couple of key insights
can help this move forward more smoothly. From an
operations standpoint, some departments have internal
IT staff who work for the department itself (transporta-
tion, housing, planning, etc.) instead of within an actual
IT department. This can lead to the department IT
person not understanding the processes and capacity
of the central IT department. Conversely, the central
IT department might not have a firm grasp on the
needs and capacity of each department. Local govern-
ments can consider having a worker from the central IT
department posted in each department involved in the
smart community and data analytics process. This way,
there is continuity between departmental needs and
efficiency in delivering services.
In cases where there is a central IT department
whose staff remains internal, inefficiencies can be miti-
gated by designating a representative from each depart-
ment and convening them regularly. In Kansas City,
Kansas, a performance innovation team of six to seven
representatives from city departments is coordinated
out of the IT office. While the IT department is central-
ized, it operates in a way that mimics a consultancy,
learning what each department needs, and tailoring
solutions to meet those needs. Kansas City has found
that a centralized IT role provides reach into all depart-
ments and provides access to tools it didn’t have before.
Connecting Technology, Communication through Place:
The true potential of smart community practices is
more fully realized if it involves the entire society, not
just those with natural tendencies to participate in such
activities or those with access to technology. In Louis-
ville, Kentucky, people are being connected to technol-
ogy in a place called the Gigabit Experience Center.
It is in an underserved neighborhood and serves as a
hybrid of incubator, technology library, and community
and event center. At the center, residents have access
to high-speed wireless Internet access, laptops, tablets,
work stations, refreshments, and events. Since 2016 it
has improved public safety by activating the streetscape
and improving public perception and activity in a rela-
tively high-crime area. Additionally, it has resulted in
economic development in a neighborhood that previ-
ously lacked investment by luring office tenants into
the building with the improved safety and high-speed
Internet access.
Louisville will use data analytics to evaluate Internet
speed across neighborhoods, crime statistics, demo-
graphics, and property/facility availability to identify
additional locations for similar facilities.
Using Data to Protect Children: SAS and New Hanover
County, North Carolina, are pioneering predictive analyt-
ics to identify and track risk factors for children. The
county’s Department of Social Services (DSS) is an over-
burdened agency that deals with nearly ten child abuse
or neglect cases each day, and case workers need tools
to understand where help is needed the most. With
SAS support, DSS is able to evaluate multiple risk fac-
tors for children and identify which children might need
that help. The results are anticipated to be compelling,
including reduction in child fatalities, paid placements,
and savings of over $1 million annually.iv
Water treatment plant
15. SMART COMMUNITIES AND DATA ANALYTICS 11
People Are Still Essential: Regardless of how advanced
technology and data analytics are, they still cannot
function efficiently without real people at the helm. This
is especially true with open data portals or with 311
systems that receive input from the public. If the public’s
input is going to yield efficient service delivery and cost
savings, it is essential that this input be screened for rel-
evance, validity, and priority. The 311 system in Kansas
City, Kansas, uploads public comments directly into a
queue in the Public Works Department where a person
looks at the requests, makes an expert assessment, and
issues work orders, or not.
Technology to Retain, Grow, and Attract Businesses:
Local governments are in a continuous struggle to retain
their business base, grow it, and attract new busi-
nesses. The quality and capacity of infrastructure such
as roads, water, wastewater, and telecommunications
are major components of their ability to be successful.
This includes but also extends beyond traffic congestion,
road conditions, proximity to highways, and the avail-
ability of high-speed Internet. Having advanced traffic
control systems like those being installed in Omaha,
Nebraska, are important economic development tools.
They instill confidence in businesses that the city is mak-
ing investments that help them operate efficiently. In
the not-too-distant future, the sensors included in these
systems will aid the navigation and safety of the forth-
coming wave of autonomous vehicles.
Section 5.0 Looking Over the Horizon—
Smart Communities and Data Analytics
The future of smart community and data analytics is
dynamic, reflecting the growth of existing trends and
responses to gaps identified in existing practices. The
number of local governments adopting smart community
practices will grow as will their staffs’ ability to collect and
analyze data, make operational changes, and disseminate
the data and outcomes. In addition to having more effec-
tive operations and informed citizens, analytics can help
communities become healthier, safer, and more efficient.
Here are a few things for public officials, managers, and
others in the practice to keep an eye on.
Newer, Cleaner, Real-time Data for More Efficient Ser-
vice Delivery: As technology, such as remote sensing
technology, continues to evolve, local governments will
continue to have better access to data that represent
more than a snapshot in time. These sensors deliver
data on a regular basis and allow services to be deliv-
ered where they are needed in a much more strategic
deployment. When collecting these data for long peri-
ods of time, data analytics will then be able to estimate
where services will be needed in advance of incidents.
Connecting Input to Output on Data Portals: Even
though data, the ability to interpret data, and their avail-
ability have moved far beyond their status of even a few
years ago, current practices such as open data portals
have yet to realize their full potential. To date, they largely
serve to collect data from the public and to make other
data publicly available. Two possible areas of growth
involve connecting the data collected to decisions made
and then reflected in publicly available data.
1. Portals can be used to communicate how stake-
holder input has been used to inform policy,
budget, and service delivery choices.
2. Portals can also grow to help local governments
better understand how their open data are being
used by businesses, community organizations, or
other stakeholders and the resulting economic,
environmental, and social gains.
In Madison, Wisconsin, for example, city officials aspire
for their data portal to be used as a problem-solving tool
by local community-based organizations, governments,
citizens, and businesses to solve the city’s pressing
social equity and justice issues.
Additionally, some local governments are recogniz-
ing that their open data portals might not be serve as
the sole source of data for internal use. Rather, a data
portal’s primary use can be to make data available to
the public. To maximize accessibility, some local govern-
ments are using Graphic User Interface (GUI), the use of
icons and images, to describe data making it more relat-
able and impactful for more people.
More Public/Private Partnerships: The concept of
public/private partnerships is nothing new, but these
partnerships are vehicles that can continue advancing
the application of smart community and data analytics in
the future.
Omaha, Nebraska, is in the initial phase of deploying
fiber optic cable along its two major transportation corri-
dors and upgrading its legacy traffic signal system, which
still uses dial-up modems to communicate with the
city’s traffic control center. This upgrade to an advanced
16. 12 SMART COMMUNITIES AND DATA ANALYTICS
working hard to ensure that the next upgrade does not
require a full system replacement.
Data Integration: Kansas City, Kansas, sees the future
including better data integration among systems, across
city/county departments, and regionally with other
public and private partners. These include improvements
by vendors who provide services to the City/County
Unified Government. Specifically, the government wants
vendors to more regularly provide application program-
ming interface (API) capabilities with their services in
order to allow for more direct integration of the vendor’s
systems and data with the city/county’s systems.
Several cities surveyed for this report echoed an
important lesson they learned: realize that mistakes are
going to be made along the way. It is important to make
them as early as possible because corrective actions are
more likely to be effective and ensure financial resources
and political capital are spent wisely. That shouldn’t stop
local governments from pursuing smart community and
data analytic approaches to becoming stronger, more resil-
ient, and adaptive. Getting started is the key to success.
traffic management system is being financed, in part,
through collaboration with private sector partners in
the wireless communication industry, such as Verizon,
Mobility, and United Private Networks, which also want
a fiber optic network throughout the city to better
serve their business needs. In this partnership, the pri-
vate companies will attach their cell technology to the
public right of way, including traffic light poles and light
poles, and lay the fiber optic wiring, providing the city
with a conduit and a 24-strand dark fiber optic cable in
exchange. This results in minimal cost to taxpayers and
maximum benefit to the greater community.
Technology Upgrades: The shelf life of technology
seems to keep getting shorter with upgrades needed
regularly, which becomes technically and financially
straining for local governments. When buying tech-
nology or software, local governments should do
what they can to ensure the solution has the abil-
ity to accommodate new data or adapt to chang-
ing demands in the future. As Omaha, Nebraska, is
upgrading its street signalization system, the city is
17. SMART COMMUNITIES AND DATA ANALYTICS 13
Introduction
Omaha, Nebraska, rises from America’s heartland along the
Missouri River, surrounded by farmland as far as the eye
can see. Once known as a pioneer town, and then for its
expansive stock yards and meat packing industry, Omaha is
a modern city that hosts corporate headquarters like War-
ren Buffet’s Berkshire Hathaway, Mutual of Omaha, Union
Pacific Railway, ConAgra, TD Ameritrade, and more.
Recent economic analysis evaluated the nation’s 100
largest metropolitan areas,v
and Omaha was among only
three that offer a rare alignment of three key factors:
• Strong economy
• Affordability
• Quality of life.
With a diverse economy, available and affordable
housing, quality schools, and other strong quality-of-life
indicators, Omaha is poised for continued growth in the
years to come. A component of Omaha’s prosperity is
the local government’s commitment to openness; trans-
parency; and using data, technology, and the Internet of
Things (IOT) to be a smart community.
Intergovernmental Collaboration through Data
The city of Omaha and Douglas County understand the
importance of regionalism and that the economy, envi-
ronment, and culture do not begin or stop at a municipal
boundary. While they are not formally merged, they do
collaborate and share resources. One example is the
Omaha/Douglas County Open Data Portal, where data,
maps, information, and applications relevant to the
city and county are made available to the public in one
place. Plans, reports, and maps are downloadable, as are
full datasets in comma-separated values (CSV) spread-
sheets, keyhole markup language (KML), or Shapefile
formats. Too many to list in this report, these data
include information pertaining to subjects spanning from
planning and development to recycling drop-off sites,
demographics, and much more. They are organized by
five major categories:
• Planning
• Transportation
SMART COMMUNITIES AND DATA ANALYTICS PROFILES
Omaha, Nebraska
COMMUNITYPROFILE
Population: 446,970
Land Area (in sq. miles): 127
Median Household Income: $49,896
General Fund Budget: $370,013,250
Total Staff FTEs: 2,827
Major Industries: Insurance, call centers,
healthcare, rail, education, manufacturing,
agriculture
Website: www.cityofomaha.org
18. 14 SMART COMMUNITIES AND DATA ANALYTICS
• Boundaries
• Elevation
• Points of Interest.
In addition to those data categories, the portal offers
mapping applications, allowing users to tailor, save, and
print maps and save images for their own uses. Among
these is the Douglas-Omaha geographic information
system (GIS) application, which enables users to create
maps that identify infrastructure, zoning, code viola-
tions, trail, development jurisdictions, council districts,
overlays, census tracts, floodplains, and more.
Data, Technology, Infrastructure, Public
Private Partnerships: Oh My!
Omaha’s prosperity, like other cities in the United
States, comes with its share of challenges to address,
including managing traffic, ensuring public safety, and
being future-ready. In 2012, stakeholders discussed
the issue of transportation safety, and automobile and
pedestrian safety were called out as important issues
to address. This led to an initiative to increase safety
along the city’s main transportation corridors. Among
the city’s responses was a plan to use smart commu-
nity practices, technology, and data to improve safety,
reduce traffic, and prepare for the future.
The city engaged the services of a consulting firm,
and together they created a master plan for upgrad-
ing the city’s 1,000+ traffic signals with modern and
future-ready technology. It was time for the city’s traffic
management system to get smart and upgrade to an
advanced traffic management system (ATMS). It was
estimated to take 7 to 10 years to install a complete
system throughout the city, but action was taken imme-
diately with Phase A, which included approximately 200
ATMS signal upgrades along the city’s busiest arterial,
Dodge Street. The primary goal of these upgrades is
public safety for all modes of transportation.
Safety would be achieved not by eliminating traffic,
because that is an unrealistic expectation, but by reduc-
ing it, minimizing the number and duration of stops,
and shortening peak traffic times overall. Doing this
provides benefits beyond shorter commute times, but
also results in greenhouse gas (GHG) reductions and
improves public safety.
Public-Private Partnership (PPP): The ATMS upgrade
is being financed, in part, through collaboration with
private sector partners in the wireless communication
industry, such as Verizon, Mobility, and Unite Private
Networks, that also want a fiber optic network through-
out the city to better serve their business needs. In this
partnership, the private companies will attach small cell/
micro cell 5g technology on publicly owned traffic poles
and light poles. In exchange, they are laying conduit and
24-strand dark fiber optic cable accessible through a
20-year lease agreement. This results in minimal cost
and maximum benefit to taxpayers. Of the 24 strands,
A GIS map created with data from Omaha’s open data portal
19. SMART COMMUNITIES AND DATA ANALYTICS 15
18 are dedicated to the ATMS system and another 6
strands are made available to other city departments
such as police and fire, providing them with advanced
communication technology to protect the public.
Smart Sensors Support Bus Rapid Transit (BRT) and
Streetcar: In 2014 the city of Omaha was awarded a
$15-million Transportation Investment Generating Eco-
nomic Recovery (TIGER) grant from the U.S. Department
of Transportation toward building a BRT system. Install-
ing smart technology along Dodge Street will help with
the planning, operation, and growth of the BRT system.
Remote traffic sensors will create data that track the
BRT’s use and efficiency, and help guide its expansion
in the future. A streetcar is also planned on Farnham
Street, which will benefit from the same technology.
Lessons Learned
• Setting the Right Expectations Is Critical for the
Public and Decision Makers. City officials should
not over promise. To demonstrate how the ATMS
works, Omaha has commissioned a before/after
study to quantify the actual outcomes of its ATMS.
It is partnering with the University of Nebraska to
help with data analytics and quantifying outcomes.
• Keep an Eye on the Future. Make sure that hard-
ware and software upgrades can adapt to autono-
mous technologies that come up in the future; this
will extend the life of the city’s investment rather
than replacing entire systems more frequently
at great expense. For example, signal phase and
timing (SPaT) technology being used in Omaha can
support the near-term introduction of smart cars
and autonomous vehicles. Omaha is making deci-
sions knowing it can support the technology that
businesses and citizens will demand.
• Regionalism Is Important, Especially in Trans-
portation Networks. Omaha is collaborating with
several communities and agencies, especially the
Metropolitan Area Planning Agency (MAPA), to
ensure its data, investments, and communication
reflect the region’s needs.
Interviewee
Murthy Koti
Traffic Engineering Division Director
20. 16 SMART COMMUNITIES AND DATA ANALYTICS
Introduction
Kansas City, Kansas, sits at the confluence of the Mis-
souri and Kansas rivers on the eastern border of the
state, adjacent to Missouri. The region is known around
the world for its jazz, barbecue, and proud heartland
heritage. Kansas City, Kansas, is often associated with
neighboring Kansas City, Missouri, and while they share
a regional economy, environment, and culture, they
operate under different government structures, and
offer unique attributes and identities.
Kansas City is the third largest city in Kansas, with
the city and Wyandotte County merging to become
the Unified Government in 1997. Kansas City’s popula-
tion peaked around 1970—prior to consolidation—with
approximately 168,000 residents. The population
declined to a low of about 143,000 in 2005, but it has
been increasing since that time. As many cities across
the United States know, the loss of population comes
with challenges, and Kansas City is using smart technol-
ogy and data analytics to tackle them.
BLIGHT BUSTING
One of the unfortunate consequences of population
loss, especially in older urban cores, is the prolifer-
ation of vacant and/or abandoned properties. They
represent unrealized tax revenue, pose safety risks,
SMART COMMUNITIES AND DATA ANALYTICS PROFILES
Kansas City/Wyandotte County
Unified Government, Kansas
COMMUNITYPROFILE
Population: 163,831
Land Area (in sq. miles): 155.7
Median Household Income: $40,113
General Fund Budget: $345,751,474
Total Staff FTEs: Approx. 2,000
Major Industries: educational services,
health care, scientific management, waste,
manufacturing, transportation, warehous-
ing, arts, entertainment, and recreation.
Website: www.wycokck.org
Factory fallen to blight
21. SMART COMMUNITIES AND DATA ANALYTICS 17
and stigmatize neighborhoods that might otherwise
receive investment.
In 2016 the Unified Government staff met this
issue head on, and by January 2017 it presented
plans for the Stabilization, Occupation and Revitaliza-
tion (SOAR) program, a five-year effort to identify
and address the negative consequences of these
properties. SOAR responds directly to concerns
raised in a 2016 resident satisfaction survey, and is
focused on communication, appearance, and safety.
The first step in the program was to develop a data-
driven understanding of the scope of the issue and
its impacts. This involved merging existing datasets
managed and owned by the city/county across mul-
tiple departments, and accessing publicly available
and free data including, but not limited to, Ameri-
can Community Survey data and other U.S. Census
Bureau data. Existing data included age of building
stock, housing values, permits, code violations, and
more. When assembling the data sets, the SOAR
team encountered questions about who owns the
data, how “clean” it is, and how was it maintained and
managed. Some gaps were identified in this evalua-
tion and to make sure the data was useful, the city
received assistance from What Works Cities (WWC)vi
to define a path forward.
Using the existing and free data not only created a
cost-efficient way to analyze the issue, it changed orga-
nizational culture and operations, increasing efficiency
and efficacy. In the spirit of “breaking down silos,” the
SOAR data analysis involves seventeen departments
whose staffs are energized by understanding their spe-
cific role in a larger initiative and in being connected to
their colleagues throughout the region.
As of the date of this report, SOAR’s data already
include an inventory of 3,500 properties of concern
being evaluated by code enforcement and the local
land bank. Further data analysis is also being done to
enhance the city’s partnership with the local Habitat for
Humanity program and to support its pursuit of Nodes
of Strength program resources from the U.S. Depart-
ment of Housing and Urban Development (HUD).
Building Internal Capacity
Working with the International City/County Man-
agement Association (ICMA), Code for America,
What Works Cities, and others, Kansas City came
to understand that it needed to build its internal
capacity to lead effective smart community and data
analytics efforts. In 2016 it created and hired for the
new position of chief knowledge officer (CKO). This
position is responsible for the 311 system, IT depart-
ment, and geographic information system (GIS), and
for managing a performance innovation (PI) team.
The CKO position and the six-to-seven person PI
team are centralized out of the IT department, but
team members are dedicated to specific depart-
ments. This empowers each department by having
the full resources of the IT department at its disposal
while each member develops a nuanced understand-
ing of its respective department’s needs. While this
arrangement is still in an experimental stage, it is
already changing culture and weaving city depart-
ments together.
Technology + Data + People = System
It is a mistake to think that data and technology used in
smart community practices are taking the human ele-
ment out of decision making and governance. In fact, it
is the interface between technology, data, and people
that makes these systems function properly. Technol-
ogy accelerates data quantity, quality, and speed of
delivery but the decision about how to use it is still a
human function. Kansas City’s 311 system, used by
citizens to report issues such as damaged infrastructure
or downed trees, is no different.
Facilitated through new fiber optic cable, the city’s
311 system is using cloud-based data storage and
communication. The system delivers reports directly to
the public works department, which then issues work
orders to fix problems in a matter of hours, not days,
weeks, or longer. To ensure that work orders are issued
for real problems that need priority, a public works
employee first screens the incoming reports for validity
and importance.
Fiber Optic Cable for Public Health, Safety,
and Transparency
The recent investment in fiber optic cable is helping
the whole city operate more efficiently. The new fiber
network includes connecting sensors to water and
wastewater pump stations to monitor functionality and
security. In the future, the network will also be able
to monitor and communicate other conditions such
as weather, which the treatment plants relies upon to
manage operations.
22. 18 SMART COMMUNITIES AND DATA ANALYTICS
The fiber network will also support the police
department’s body-worn cameras which are coming in
2018. Body-worn cameras generate a large amount of
data that must be downloaded and stored every day.
The high-speed fiber network will allow the download-
ing to occur at each station, which will transmit that
data to a central data storage facility. Without the high-
speed capacity, each station would need to store its
data internally, requiring a large amount of space, time,
and expense.
In the future, the city wishes to use the fiber optic
cable to support smart traffic signals to reduce com-
muter times, improve public safety, and make data
available to the public.
LESSONS LEARNED
As Kansas City, Kansas, grows its smart community
efforts, it has already learned some lessons others can
benefit from. Its experience so far has also provided it
some insight into future applications for data and tech-
nology that can benefit the community:
• Regionalism: No city or county is an island. It
is important to work closely with surrounding
governments, businesses, and organizations to
develop the scope of efforts, collect data, and dis-
seminate data.
• Technical Assistance: Yes, local government can
manage smart community practices on its own, but
having technical expertise to help guide the way is
invaluable and will save time, money, and heartache
in the long run.
• Vendor Data Integration: Kansas City is encourag-
ing its vendors to create application programming
interface (API) functions so the vendor and city
can move information in and out of their central
system more efficiently and at will. Vendor ser-
vices that can do this include, but are not limited
to, permitting systems, assessor and tax payment
systems, code enforcement software, Computer
Aided Design (CAD) systems, and more.
Interviewees
Melissa Sieben
Assistant County Administrator
Alan Howze
Chief Knowledge Officer
23. SMART COMMUNITIES AND DATA ANALYTICS 19
Introduction
Las Vegas has long been known for its world-class
entertainment, casinos, and outdoor recreation. It
receives nearly 43 million visitorsvii
from around the
world who might not know that Las Vegas is also a
national leader in its use of data, technology, and the
Internet of Things (IOT), and in being a smart commu-
nity. Routinely identified as one of the fastest-growing
cities in the country, Las Vegas has rapidly evolved from
a gambling destination to a highly livable, well-man-
aged, and forward-thinking modern city.
Overview
Las Vegas was an early adopter of smart community
practices and use of data analytics. For more than ten
years, city leaders and managers have been applying
these techniques to improve performance, account-
ability, and efficiency. Recent efforts include an open
data portal, called Data Las Vegas, and a performance
management portal, called Results Vegas. These portals
are much more than programs: they are integrated
functions of local governance that weave agencies, the
public, and businesses together.
Data Las Vegas is an open data portal that provides
public access to:
• Raw data
• Geographic information system (GIS) portal
• Charts
• Maps
• Open budget
SMART COMMUNITIES AND DATA ANALYTICS PROFILES
Las Vegas, Nevada
COMMUNITYPROFILE
Population: 632,912
Land Area (in sq. miles): 135.9
Median Household Income: US$ 50,202
General Fund Budget: $549 million
Total Staff FTEs: city employees: approx.
11,000; IT Department = approx. 390;
Analytics Center of Excellence = 10
Major Industries: wholesale and retail
trade; healthcare and social assistance;
construction; professional, scientific, and
technical services
Website: www.lasvegasnevada.gov
24. 20 SMART COMMUNITIES AND DATA ANALYTICS
• Web/app developer datasets
• Explorer apps made by outside users using city of
Las Vegas data.
The Results Vegas program collects, analyzes, and
makes available data across several sectors. The main
page contains links to information about the city’s
goals for certain metrics, progress toward those goals,
and information specific to the subject matter. The
High Performing Government page shows users the
status of different metrics, such as financial analysis,
and indicates if performance is on track, if more data is
needed, if measuring is in progress, or if improvement
is needed. Other sections are labeled:
• Growing Economy
• Neighborhood Livability
• Community Risk Reduction
• Strategic Business Plans.
Beginnings
More than ten years ago, Las Vegas started the Per-
formance Plus program, working to improve the city’s
performance and transparency. This evolved into Results
Vegas and Data Vegas and included changes to what
and how data were used. It also changed the way in
which data management was administered.
The Performance Plus team would meet indepen-
dently with different departments to improve perfor-
mance and refine data collection and management
practices. Today, Results Vegas groups activities across
topics (mentioned above), and clusters four to five
departments under each topic for regular meetings.
Clustering departments around topic areas and meeting
regularly increase interdepartmental collaboration and
help share responsibility.
Before instituting Performance Plus and then Results
Vegas, the application of smart community practices
tended to be temporary, reflecting topics that might
have been popular in the moment, a trend that left
issues unresolved and used resources inefficiently. As
the city’s data analytics, open data, and performance
management became more essential, Results Vegas
became an integral component of operations and the
foundation of more smart community investment.
Data + Technology + Infrastructure
Las Vegas is not only dedicated to data and operational
performance, but its leaders are fully committed to making
the city’s infrastructure’s capacity future-ready. Innovate
Vegas envisions the city’s future and establishes an Innova-
tion District in the city’s urban core to concentrate smart
city technology infrastructure investment.
25. SMART COMMUNITIES AND DATA ANALYTICS 21
City leaders have already invested $500 million in
smart infrastructure and technology within the Inno-
vation District. This investment is testing smart tech-
nology and infrastructure so it can be refined before
deployment citywide.
Innovate Vegas includes investing in, testing, and
deploying technologies to support autonomous vehicles.
Autonomous vehicles are currently under significant
scrutiny, and public safety is a top concern. Las Vegas
wants to be a leader not only in deploying these vehicles
but also in using them to increase public safety. As such,
it is installing smart infrastructure, such as fiber optic
cable and remote sensors.
As of September 2017, the city has laid more than
123 lane-miles of fiber optic cable, upgraded 14 traf-
fic signals with dedicated short-range communications
(DSRC) radios, and has an additional 24 DSRC radio
traffic signal upgrades underway. Through these inno-
vations, Las Vegas intends to enhance mobility, reduce
congestion, improve resident safety, reduce carbon
emissions, and grow the economy.
Anticipated and Real Outcomes
The city’s innovation goals are interconnected and ambi-
tious, and they reflect long-term thinking that can serve
the city for generations to come. The city’s goals are to:
• Improve interoperability among all public service
sectors
• Catalyze economic growth
• Provide reliable and energy-efficient transportation
options for all people, including low-income and
senior populations
• Apply transportation technologies and make infra-
structure smarter
• Provide information in a personalized way to
empower people to choose whichever mode of
transportation they prefer
• Keep citizens and tourists safe
• Enhance freight mobility
• Support acceptance of autonomous vehicles
• Create a connected downtown with vibrant experi-
ences to drive economic development and a sense
of safety.
• Increase access to high-speed Internet among low-
income residents and small businesses, and apply
civic technology to aid socially marginalized people.
Businesses Using Data: The open data portal is already
being used by private businesses to improve operations,
allocate resources, and be more dynamic. Casinos and
other downtown businesses are using open data to eval-
uate their activity relative to security issues; correlating
revenue with factors such as crime, homelessness, and
other challenges; and making appropriate adaptations.
Civic Engagement: The city hosted a hackathon, which
was won by a team from the University of Nevada, Las
Vegas. The winning app promoted a program to evaluate
expenses related to streetlighting.
Operations and Facilities: Operational efficiency is
being realized in the parks and recreation department
with a better understanding of what watering needs to
be done and what maintenance is necessary.
Public Safety: Data analysis is being used to minimize
response times through a better understanding of how
to distribute and deploy equipment among stations.
LESSONS LEARNED
As they move forward on their ambitious agenda, city
leaders have learned lessons that inform their approach
and can benefit other local governments as they con-
template or adopt smart community practices:
• Lean and Mean. Do not unnecessarily overinflate
operational capacity. When possible, use off-the
shelf-technology, publicly available data, and inter-
nal capacity.
• Staff Capacity. Use existing departmental staff to
speed data collection, input, and tracking needs
early on.
• Primary Data. Be careful about creating primary
data and making it publicly available. Make sure it is
high quality, clean, reliable, and up-to-date.
• Understand the User. While the city has an under-
standing of who is accessing what data, there is still
not a solid understanding of how users are putting
the data to work. The city will try to improve its
understanding so its services and data can better
serve the end users.
StudyInterviewees
Scott Adams
City Manager
Michael Sherwood
IT Director
26. 22 SMART COMMUNITIES AND DATA ANALYTICS
Introduction
The largest city in Kentucky by size and population,
Louisville is well-known as the home of the University of
Louisville and the Kentucky Derby, and for its leadership
in the American bourbon industry. Louisville is tucked
along the banks of the Ohio River, providing residents
with access to world-class outdoor recreation, arts,
sports, and more.
Louisville has experienced disinvestment in its urban
core over the last several decades as people moved to
the suburbs and industry relocated. One result of this
trend is an abundance of vacant or derelict properties
throughout the city. But where some see blight, others
see opportunity, with a strong network of infrastructure,
buildings, and people that can serve as the foundation
for Louisville’s renaissance.
City leaders and staff recognize that successful
economic and community development in the 21st
century is different than the models that shaped the
city in the early/mid-20th
century. Instead of relying
solely on large manufacturing facilities, a contemporary
approach integrates technology, data analysis, and the
Internet of things (IoT) with human-scale solutions and
civic engagement. Louisville sets a good example of how
smart community practices can serve people and stimu-
late the economy in unison.
Overview
Louisville’s smart community and data analytics efforts
were officially kicked off in 2013 when Louisville Mayor
Greg Fisher signed the Open Data Executive Order. The
major voiced support for information disclosure during
a Code for America Summit in October 2013, declar-
ing that “It’s data, man.” Since then, the city passed an
Open Data Policy and started its open data portal, and it
publishes annual open data reports.
Since 2013 Louisville has been offering more data to
staff and citizens each year, with 196 data sets available
through the city’s portal in 2016 and more being added
in 2017.
Louisville became a What Works Cities (WWC)
participant in 2015 as part of its efforts to strengthen
SMART COMMUNITIES AND DATA ANALYTICS PROFILES
Louisville, Kentucky
COMMUNITYPROFILE
Population: 253,128
Land Area (in sq. miles): 325
Median Household Income: $45,762
General Fund Budget: $565 million
Total Staff FTEs: 5,400
Major Industries: automotive, bourbon,
home appliances, finance, communication,
construction, mining, health care, higher
education
Website: https://louisvilleky.gov
27. SMART COMMUNITIES AND DATA ANALYTICS 23
its smart community and data analytics, and conducted
a program evaluation to improve performance.viii
Since
2015, the city’s open data quality has improved, analytic
practices have been made more efficient, and data has
migrated to an ArcGIS platform.
Facing Facts, and Open Discussion
Shortcomings in Louisville’s smart community efforts
were identified when the city applied for a U.S. Depart-
ment of Transportation Smart Cities Challenge grant in
2015, and that discovery spurred the city to widen its
efforts further. The city was not successful at securing
this particular resource, but the process of assembling
the proposal shed light on what it needed to do to
be more competitive and where there were areas for
improvement and growth. Rather than being discour-
aged by these findings, city officials rolled up their
sleeves and got to work with internal resources, staff,
partnerships, and true Louisville grit.
The grant process showed that more strategic col-
laboration among city agencies was required for smart
community efforts to function effectively. Where a
“hodgepodge” of staff and leaders previously scrambled
to assemble information for the grant proposal, city
leadership created a new structure of collaboration
between employees from different agencies. Now,
frontline employees are designated across subject areas,
establishing teams which meet regularly to discuss
issues and ideas early in the process to anticipate out-
comes, pitfalls, and potential unintended consequences
so they can pivot and proceed.
Technology for Traffic Control, Efficiency, and
Public Safety
Technology also plays a role in Louisville’s smart com-
munity leadership, most recently in the form of fiber
optic cable and real-time communication with 14 traffic
signals on a busy corridor. With over 1,000 traffic sig-
nals in the metro region, the city’s recent investment in
this technology is a pilot that, if proven successful, could
expand to over 300 signals.
Sharing costs through a public-private partnership
(PPP) with Verizon, the pilot smart community solution
alerts the city the moment a signal goes down, allowing
crews to deploy and repair that signal in the span of a
day rather than weeks. Additionally, the timing of these
signals can be adjusted remotely rather than relying on
crews to be on site to adjust them, an improvement that
saves time and money, and increases safety. Other part-
ners, including Kentucky Transport Cabinet (KYTC) and
Waze, are helping the city use data analytics to optimize
traffic patterns for safer and quicker commutes.
The fiber optic cable is also freeing up public safety
resources, allowing the police department to spend its
budget on much-needed officers instead of vendors.
Currently, Louisville uses a Metro Watch system of
cameras that observe roads and sidewalks. This system
is managed by a private vendor. With the fiber optic
network in place, the cameras can tap into the city-
owned network, allowing a reduction in payments to
the vendor.
Data + People + Place = Equity and Economy
The true potential of smart community practices is more
fully realized if they involve all members of society, not
just those with natural tendencies to participate in such
activities or those with access to technology.
Creating Place: In Louisville, people are being con-
nected to technology in a place called the Gigabit Expe-
rience Center. Located in an underserved neighborhood,
the center serves as a hybrid of incubator, technology
library, and community and event center. At the center,
residents have access to high-speed wireless Internet,
laptops, tablets, work stations, refreshments, and events.
Since 2016, it has improved public safety by activat-
ing the streetscape, improving public perception, and
promoting activity in what has been a relatively high-
crime area. Additionally, it has resulted in new economic
development projects being started in a neighborhood
that lacked investment by luring office tenants into the
building with the improved safety and high-speed Inter-
net access.
Louisville will use data analytics to evaluate Internet
speed across neighborhoods, crime statistics, demo-
graphics, and property/facility availability to identify
additional locations for similar facilities.
Bringing Access to the People: Through the city’s
Digital Inclusion Plan, the city is using technology
and data to increase socioeconomic mobility and job
attainment for residents who otherwise do not have
adequate Internet access. This is partially facilitated
through the new fiber optic network, which is also
being used to provide free wireless access in public
28. 24 SMART COMMUNITIES AND DATA ANALYTICS
buildings, such as libraries and community centers, and
along the Market Street corridor, an area where resi-
dents are known to have low Internet accessibility that
limits their upward mobility.
Crowdsourced Solution: Louisville is also infusing
technology and data with human solutions in a pilot
program selected through a “Hackathon,” organized
by the city where the public submitted competitive
conceptual solutions for addressing some of the city’s
pressing problems. The winner proposed a method to
strengthen public safety by detecting fires in vacant
and abandoned structures. Louisville has approximately
8,000 vacant or abandoned properties. They have
been subject to arson, endangering the lives of citizens
living around them. In 2017 the city put the hackathon
winner’s concept into action in a pilot program called
Casper. Casper is a solar-powered, wireless-connected
microphone that detects the sound of smoke alarms.
Mounted on vacant structures, Casper sends a warn-
ing to the fire department when it detects the sound
of a fire alarm in the vacant structure. Because the
structure is unoccupied, the alarm would not otherwise
trigger a response, allowing the fire to grow and spread
to adjacent structures.
Expansion plans for Casper include eventually tapping
into city-owned fiber optic network, enabling the sen-
sors to perform additional functions such as detecting
motion to alert the city of intruders.
Performance Enhancement…With Numbers
The city’s Office of Performance Improvement and
Innovation takes a data-driven approach to evaluating
city departments’ functions and progress toward their
respective goals. The office does so, in part, as owner
and manager of a performance management program
called LouieStat. All departments in the city use
LouieStat to break down their performance measures,
and they use the system to upload their performance
indicators, identify weaknesses, and make improvements
accordingly. LouieStat enables this evaluation to occur
in real time, and encourages the use of cross-functional
teams to craft responses when inefficiencies are identi-
fied or benchmarks are not being met.
For example, with LouieStat the city is able to
anticipate when and where properties will become
vacant or abandoned, and align city services accord-
ingly. Data such as code citations and tax delinquen-
cies can be analyzed to anticipate upcoming vacancies
or abandonment. Responses can include code
enforcement, property assistance, or technical assis-
tance to help ensure property owners stay in their
homes or businesses.
Lessons Learned
Louisville’s smart community story is compelling, but the
city has not gotten to this level without a few hard-
earned lessons along the way. City officials offer a few
tips to local governments starting or growing their smart
community efforts:
• Identify Willing Participants within Each
Department. Organize these individuals into
“cross-functional teams” that cut across depart-
mental boundaries and advise on upcoming ideas
and plans as they become viable.
• Don’t Grow Too Big Too Fast. Building a data
analytics culture across all departments takes time.
Pick some low-hanging fruit at the beginning, and
demonstrate to each agency how these initial steps
benefit them. That makes getting their commitment
a lot easier.
StudyInterviewees
Michael Schnuerle
Data Officer
Matthew Parish
IT Operations Manager
High-speed internet in low-speed neighborhoods
29. 25 CYBERSECURITY: PROTECTING LOCAL GOVERNMENT DIGITAL RESOURCES
About the Authors
Clark Henry is a principal at CIII Associates, providing services to local governments, often with ICMA, emphasizing
leadership and efficiency in the sustainability and land revitalization arenas. Previously serving as a program manager
for the City of Portland, Oregon, he holds a master’s degree in Urban and Regional Planning from Portland State Uni-
versity, and is actively engaged in civic organizations, serving as board member and volunteer.
Jennifer Robinson is a member of SAS’s U.S. Government Practice, working to help cities maximize the use of their
data through data integration, data management, and analytics. Jennifer has a background in software development
and local government. She has served as a councilwoman for Cary, North Carolina, since 1999 and is a member of
several regional boards.
Will Fricke is an ICMA intern, working primarily with the Research and Policy team. Will graduated from the Univer-
sity of Connecticut in 2017 with a bachelor’s degree in political science and economics.
Endnotes
i SAS views smart community practices as a tool to “Enhance quality
of life by dynamically analyzing data on economic development,
sustainability, transportation and citizen engagement. Adopt
the internet of things as an enabling technology to become
more innovative and productive – and provide better citizen
services.” See https://www.sas.com/en_us/industry/government.
html#local-government
ii A Strategic Vision for the Future: City of Madison Racial Equity and
Social Justice Initiative, City of Madison, Wisconsin, 2014, p. 20.
iii Smart Infrastructure Unlocks Equity and Prosperity for Our Cities and
Towns, Smart Cities Council, 2016, p. 4.
iv “SAS Analytics® to help protect at-risk kids and reduce fatalities in
NC County,” SAS press release, August 30, 2016. https://www.sas.
com/en_us/news/press-releases/2016/august/analytics-at-risk-
kids.html#
v Josh Lehner, “The Housing Trilemma,” Oregon Office of Economic
Analysis, June 8, 2016. https://oregoneconomicanalysis.com/
2016/06/08/the-housing-trilemma/
vi What Works Cities is a national initiative, launched by Bloomberg
Philanthropies in April 2015, that helps 100 mid-sized American
cities enhance their use of data and evidence to improve services,
inform local decision making, and engage citizens. See https://
whatworkscities.bloomberg.org/
vii “2016 Las Vegas Year-to-Date Executive Summary,” Las Vegas
Convention and Visitors Authority, http://www.lvcva.com/stats-
and-facts/visitor-statistics/
viii WWC is an initiative of Bloomberg Philanthropies that works with
100 mid-sized American cities to “enhance their use of data and
evidence to improve services, inform local decision making and
engage residents.” See https://whatworkscities.bloomberg.org/about/