This presentation is part of an assignment for the World Bank Data for Better Lives project. It attempts to show how technology can be used to solve the problem of prioritizing road repairs in Trinidad and Tobago.
Digital Transformation in the Connected Cities EraKarim Rizkallah
Government agencies are looking to implement digital strategies, develop their talent pool with digital skills and promote services that address citizens' requirements.
Digital Transformation in the Connected Cities EraKarim Rizkallah
Government agencies are looking to implement digital strategies, develop their talent pool with digital skills and promote services that address citizens' requirements.
OGPL is a joint product from India and United States to promote transparency and greater citizen engagement by making more government data, documents, tools and processes publicly available.
UN Integrated Geospatial Information Framework towards achieving the 2030 Age...ExternalEvents
UN Integrated Geospatial Information Framework: Guyana experience
In August 2018, the UN Committee of Experts on Global Geospatial Information Management endorsed an Integrated Geospatial Information Framework (IGIF), which is anchored by nine strategic pathways within three main areas of influence: governance; technology; and people. The Framework aims to assist countries to move towards e-economies, improve services to citizens, build capacity for using geospatial technology, enhance informed government decision making processes and to bridge the geospatial digital divide in the implementation of national strategic priorities and the 2030 Agenda for Sustainable Development.
The Cooperative Republic of Guyana is one of the first countries in the world, which is taking action to align its national policy and business drivers on geospatial information management to the IGIF. This work is part of a four year project “Mainstreaming Sustainable Land Development and Management”, which started in April 2018 with the objective to promote sustainable land use and the reclamation of degraded lands, which is essential to Guyana’s Green State Development Strategy, the national development plan that guides the country’s green economic and socio-cultural development over the next 15 years. The work is funded by the Guyana REDD+ Investment Fund. The Guyana Action plan was presented in March 2019 at the World Bank Land and Poverty Conference and in April 2019 at the FIG working week in Hanoi, as an example to other countries and regions.
Mobility Equity and the Future of Rural Transportation in AmericaHitachi America, Ltd.
Hitachi intelligently leverages technology and data to improve access to equitable transportation for all.
Read more: https://social-innovation.hitachi/en-us/think-ahead/transportation/mobility-equity-for-rural-america/
Indonesia, a nation used to limiting the free flw of has now reached theera of openness. The Public Information Disclosure Law was regulatedin 2008 and since then, Indonesian citizens are guaranteed access to public information, including information that used to be locked away. Furthermore, Indonesia has adopted a global initiative to improve transparency and accountability within extractive industries (oil, gas, and mining) - that by nature is used to closed and full with secrecy-, the Extractive Industries Transparency Initiative (EITI). Recently, the EITI has increased its standard which require implementing country to provide accessible, usable, and machine readable data of the report. Also, given participation of Indonesia in Open Government Partnership (OGP), there are progressing moves from various sectors and level of government and many stakeholder to continually promote, provide and support Transforming Extractive Industry through Open Data implementation of open data: in public service delivery, economic and trade, politic and democracy, as well as extractive sector.
The demand side of open government data a case study of kingdom of bahrainIJMIT JOURNAL
Governments around the world have realized the importance of Open Government Data - OGD as new paradigm shift in government that focuses on making governments more service oriented, transparent and competent. However, as with many countries, the situation of OGD initiative in Kingdom of Bahrain is not promising as reflected by number of assessments that measure the implementation and progress of OGD worldwide. The current research aims at investing the local situation regarding consuming and reusing OGD in Kingdom of Bahrain. Specifically, this research assesses the level of citizen awareness towards OGD, determines citizens’ requirements of OGD and identifies the key challenges and obstacles in using/reusing OGD. A questionnaire was developed to investigate the demand side of OGD. The findings show that serious and responsible efforts from the publishers of OGD, namely: Government Organizations are believed to be a necessity in order to progress the implementation process of OGD initiative in Kingdom of Bahrain.
THE DEMAND SIDE OF OPEN GOVERNMENT DATA: A CASE STUDY OF KINGDOM OF BAHRAINIJMIT JOURNAL
Governments around the world have realized the importance of Open Government Data - OGD as new paradigm shift in government that focuses on making governments more service oriented, transparent and competent. However, as with many countries, the situation of OGD initiative in Kingdom of Bahrain is not promising as reflected by number of assessments that measure the implementation and progress of OGD worldwide. The current research aims at investing the local situation regarding consuming and reusing OGD in Kingdom of Bahrain. Specifically, this research assesses the level of citizen awareness towards OGD, determines citizens’ requirements of OGD and identifies the key challenges and obstacles in using/reusing OGD. A questionnaire was developed to investigate the demand side of OGD. The findings show that serious and responsible efforts from the publishers of OGD, namely: Government Organizations are believed to be a necessity in order to progress the implementation process of OGD initiative in Kingdom of Bahrain.
Digital Leadership Interview : Gavin Starks, CEO of the Open Data Institute (...Capgemini
"Large organizations should think about releasing their data and rely on third parties to innovate on their behalf rather than trying to innovate internally."
A Roadmap for CrossBorder Data Flows: Future-Proofing Readiness and Cooperati...Peerasak C.
The World Economic Forum partnered with the Bahrain Economic Development Board and a Steering Committee-led project community of organizations from around the world to co-design the Roadmap for Cross-Border Data Flows, with the aim of identifying best-practice policies that both promote innovation in data-intensive technologies and enable data collaboration at the regional and international levels.
Creating effective policy on cross-border data flows is a priority for any nation that critically depends on its interactions with the rest of the world through the free flow of capital, goods, knowledge and people. Now more than ever, cross-border data flows are key predicates for countries and regions that wish to compete in the Fourth Industrial Revolution and thrive in the post COVID-19 era.
Despite this reality, we are witnessing a proliferation of policies around the world that restrict the movement of data across borders, which is posing a serious threat to the global digital economy, and to the ability of nations to maximize the economic and social benefits of data-reliant technologies such as artificial intelligence (AI) and blockchain.
We hope that countries wishing to engage in cross-border data sharing can feel confident in using the Roadmap as a guide for designing robust respective domestic policies that retain a fine balance between the benefits and risks of data flows.
OGPL is a joint product from India and United States to promote transparency and greater citizen engagement by making more government data, documents, tools and processes publicly available.
UN Integrated Geospatial Information Framework towards achieving the 2030 Age...ExternalEvents
UN Integrated Geospatial Information Framework: Guyana experience
In August 2018, the UN Committee of Experts on Global Geospatial Information Management endorsed an Integrated Geospatial Information Framework (IGIF), which is anchored by nine strategic pathways within three main areas of influence: governance; technology; and people. The Framework aims to assist countries to move towards e-economies, improve services to citizens, build capacity for using geospatial technology, enhance informed government decision making processes and to bridge the geospatial digital divide in the implementation of national strategic priorities and the 2030 Agenda for Sustainable Development.
The Cooperative Republic of Guyana is one of the first countries in the world, which is taking action to align its national policy and business drivers on geospatial information management to the IGIF. This work is part of a four year project “Mainstreaming Sustainable Land Development and Management”, which started in April 2018 with the objective to promote sustainable land use and the reclamation of degraded lands, which is essential to Guyana’s Green State Development Strategy, the national development plan that guides the country’s green economic and socio-cultural development over the next 15 years. The work is funded by the Guyana REDD+ Investment Fund. The Guyana Action plan was presented in March 2019 at the World Bank Land and Poverty Conference and in April 2019 at the FIG working week in Hanoi, as an example to other countries and regions.
Mobility Equity and the Future of Rural Transportation in AmericaHitachi America, Ltd.
Hitachi intelligently leverages technology and data to improve access to equitable transportation for all.
Read more: https://social-innovation.hitachi/en-us/think-ahead/transportation/mobility-equity-for-rural-america/
Indonesia, a nation used to limiting the free flw of has now reached theera of openness. The Public Information Disclosure Law was regulatedin 2008 and since then, Indonesian citizens are guaranteed access to public information, including information that used to be locked away. Furthermore, Indonesia has adopted a global initiative to improve transparency and accountability within extractive industries (oil, gas, and mining) - that by nature is used to closed and full with secrecy-, the Extractive Industries Transparency Initiative (EITI). Recently, the EITI has increased its standard which require implementing country to provide accessible, usable, and machine readable data of the report. Also, given participation of Indonesia in Open Government Partnership (OGP), there are progressing moves from various sectors and level of government and many stakeholder to continually promote, provide and support Transforming Extractive Industry through Open Data implementation of open data: in public service delivery, economic and trade, politic and democracy, as well as extractive sector.
The demand side of open government data a case study of kingdom of bahrainIJMIT JOURNAL
Governments around the world have realized the importance of Open Government Data - OGD as new paradigm shift in government that focuses on making governments more service oriented, transparent and competent. However, as with many countries, the situation of OGD initiative in Kingdom of Bahrain is not promising as reflected by number of assessments that measure the implementation and progress of OGD worldwide. The current research aims at investing the local situation regarding consuming and reusing OGD in Kingdom of Bahrain. Specifically, this research assesses the level of citizen awareness towards OGD, determines citizens’ requirements of OGD and identifies the key challenges and obstacles in using/reusing OGD. A questionnaire was developed to investigate the demand side of OGD. The findings show that serious and responsible efforts from the publishers of OGD, namely: Government Organizations are believed to be a necessity in order to progress the implementation process of OGD initiative in Kingdom of Bahrain.
THE DEMAND SIDE OF OPEN GOVERNMENT DATA: A CASE STUDY OF KINGDOM OF BAHRAINIJMIT JOURNAL
Governments around the world have realized the importance of Open Government Data - OGD as new paradigm shift in government that focuses on making governments more service oriented, transparent and competent. However, as with many countries, the situation of OGD initiative in Kingdom of Bahrain is not promising as reflected by number of assessments that measure the implementation and progress of OGD worldwide. The current research aims at investing the local situation regarding consuming and reusing OGD in Kingdom of Bahrain. Specifically, this research assesses the level of citizen awareness towards OGD, determines citizens’ requirements of OGD and identifies the key challenges and obstacles in using/reusing OGD. A questionnaire was developed to investigate the demand side of OGD. The findings show that serious and responsible efforts from the publishers of OGD, namely: Government Organizations are believed to be a necessity in order to progress the implementation process of OGD initiative in Kingdom of Bahrain.
Digital Leadership Interview : Gavin Starks, CEO of the Open Data Institute (...Capgemini
"Large organizations should think about releasing their data and rely on third parties to innovate on their behalf rather than trying to innovate internally."
A Roadmap for CrossBorder Data Flows: Future-Proofing Readiness and Cooperati...Peerasak C.
The World Economic Forum partnered with the Bahrain Economic Development Board and a Steering Committee-led project community of organizations from around the world to co-design the Roadmap for Cross-Border Data Flows, with the aim of identifying best-practice policies that both promote innovation in data-intensive technologies and enable data collaboration at the regional and international levels.
Creating effective policy on cross-border data flows is a priority for any nation that critically depends on its interactions with the rest of the world through the free flow of capital, goods, knowledge and people. Now more than ever, cross-border data flows are key predicates for countries and regions that wish to compete in the Fourth Industrial Revolution and thrive in the post COVID-19 era.
Despite this reality, we are witnessing a proliferation of policies around the world that restrict the movement of data across borders, which is posing a serious threat to the global digital economy, and to the ability of nations to maximize the economic and social benefits of data-reliant technologies such as artificial intelligence (AI) and blockchain.
We hope that countries wishing to engage in cross-border data sharing can feel confident in using the Roadmap as a guide for designing robust respective domestic policies that retain a fine balance between the benefits and risks of data flows.
Similar to World Bank Course project - Using WAZE Data for Resource Allocation in Trinidad and Tobago (20)
Opendatabay - Open Data Marketplace.pptxOpendatabay
Opendatabay.com unlocks the power of data for everyone. Open Data Marketplace fosters a collaborative hub for data enthusiasts to explore, share, and contribute to a vast collection of datasets.
First ever open hub for data enthusiasts to collaborate and innovate. A platform to explore, share, and contribute to a vast collection of datasets. Through robust quality control and innovative technologies like blockchain verification, opendatabay ensures the authenticity and reliability of datasets, empowering users to make data-driven decisions with confidence. Leverage cutting-edge AI technologies to enhance the data exploration, analysis, and discovery experience.
From intelligent search and recommendations to automated data productisation and quotation, Opendatabay AI-driven features streamline the data workflow. Finding the data you need shouldn't be a complex. Opendatabay simplifies the data acquisition process with an intuitive interface and robust search tools. Effortlessly explore, discover, and access the data you need, allowing you to focus on extracting valuable insights. Opendatabay breaks new ground with a dedicated, AI-generated, synthetic datasets.
Leverage these privacy-preserving datasets for training and testing AI models without compromising sensitive information. Opendatabay prioritizes transparency by providing detailed metadata, provenance information, and usage guidelines for each dataset, ensuring users have a comprehensive understanding of the data they're working with. By leveraging a powerful combination of distributed ledger technology and rigorous third-party audits Opendatabay ensures the authenticity and reliability of every dataset. Security is at the core of Opendatabay. Marketplace implements stringent security measures, including encryption, access controls, and regular vulnerability assessments, to safeguard your data and protect your privacy.
As Europe's leading economic powerhouse and the fourth-largest hashtag#economy globally, Germany stands at the forefront of innovation and industrial might. Renowned for its precision engineering and high-tech sectors, Germany's economic structure is heavily supported by a robust service industry, accounting for approximately 68% of its GDP. This economic clout and strategic geopolitical stance position Germany as a focal point in the global cyber threat landscape.
In the face of escalating global tensions, particularly those emanating from geopolitical disputes with nations like hashtag#Russia and hashtag#China, hashtag#Germany has witnessed a significant uptick in targeted cyber operations. Our analysis indicates a marked increase in hashtag#cyberattack sophistication aimed at critical infrastructure and key industrial sectors. These attacks range from ransomware campaigns to hashtag#AdvancedPersistentThreats (hashtag#APTs), threatening national security and business integrity.
🔑 Key findings include:
🔍 Increased frequency and complexity of cyber threats.
🔍 Escalation of state-sponsored and criminally motivated cyber operations.
🔍 Active dark web exchanges of malicious tools and tactics.
Our comprehensive report delves into these challenges, using a blend of open-source and proprietary data collection techniques. By monitoring activity on critical networks and analyzing attack patterns, our team provides a detailed overview of the threats facing German entities.
This report aims to equip stakeholders across public and private sectors with the knowledge to enhance their defensive strategies, reduce exposure to cyber risks, and reinforce Germany's resilience against cyber threats.
Data Centers - Striving Within A Narrow Range - Research Report - MCG - May 2...pchutichetpong
M Capital Group (“MCG”) expects to see demand and the changing evolution of supply, facilitated through institutional investment rotation out of offices and into work from home (“WFH”), while the ever-expanding need for data storage as global internet usage expands, with experts predicting 5.3 billion users by 2023. These market factors will be underpinned by technological changes, such as progressing cloud services and edge sites, allowing the industry to see strong expected annual growth of 13% over the next 4 years.
Whilst competitive headwinds remain, represented through the recent second bankruptcy filing of Sungard, which blames “COVID-19 and other macroeconomic trends including delayed customer spending decisions, insourcing and reductions in IT spending, energy inflation and reduction in demand for certain services”, the industry has seen key adjustments, where MCG believes that engineering cost management and technological innovation will be paramount to success.
MCG reports that the more favorable market conditions expected over the next few years, helped by the winding down of pandemic restrictions and a hybrid working environment will be driving market momentum forward. The continuous injection of capital by alternative investment firms, as well as the growing infrastructural investment from cloud service providers and social media companies, whose revenues are expected to grow over 3.6x larger by value in 2026, will likely help propel center provision and innovation. These factors paint a promising picture for the industry players that offset rising input costs and adapt to new technologies.
According to M Capital Group: “Specifically, the long-term cost-saving opportunities available from the rise of remote managing will likely aid value growth for the industry. Through margin optimization and further availability of capital for reinvestment, strong players will maintain their competitive foothold, while weaker players exit the market to balance supply and demand.”
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Empowering the Data Analytics Ecosystem: A Laser Focus on Value
The data analytics ecosystem thrives when every component functions at its peak, unlocking the true potential of data. Here's a laser focus on key areas for an empowered ecosystem:
1. Democratize Access, Not Data:
Granular Access Controls: Provide users with self-service tools tailored to their specific needs, preventing data overload and misuse.
Data Catalogs: Implement robust data catalogs for easy discovery and understanding of available data sources.
2. Foster Collaboration with Clear Roles:
Data Mesh Architecture: Break down data silos by creating a distributed data ownership model with clear ownership and responsibilities.
Collaborative Workspaces: Utilize interactive platforms where data scientists, analysts, and domain experts can work seamlessly together.
3. Leverage Advanced Analytics Strategically:
AI-powered Automation: Automate repetitive tasks like data cleaning and feature engineering, freeing up data talent for higher-level analysis.
Right-Tool Selection: Strategically choose the most effective advanced analytics techniques (e.g., AI, ML) based on specific business problems.
4. Prioritize Data Quality with Automation:
Automated Data Validation: Implement automated data quality checks to identify and rectify errors at the source, minimizing downstream issues.
Data Lineage Tracking: Track the flow of data throughout the ecosystem, ensuring transparency and facilitating root cause analysis for errors.
5. Cultivate a Data-Driven Mindset:
Metrics-Driven Performance Management: Align KPIs and performance metrics with data-driven insights to ensure actionable decision making.
Data Storytelling Workshops: Equip stakeholders with the skills to translate complex data findings into compelling narratives that drive action.
Benefits of a Precise Ecosystem:
Sharpened Focus: Precise access and clear roles ensure everyone works with the most relevant data, maximizing efficiency.
Actionable Insights: Strategic analytics and automated quality checks lead to more reliable and actionable data insights.
Continuous Improvement: Data-driven performance management fosters a culture of learning and continuous improvement.
Sustainable Growth: Empowered by data, organizations can make informed decisions to drive sustainable growth and innovation.
By focusing on these precise actions, organizations can create an empowered data analytics ecosystem that delivers real value by driving data-driven decisions and maximizing the return on their data investment.
Explore our comprehensive data analysis project presentation on predicting product ad campaign performance. Learn how data-driven insights can optimize your marketing strategies and enhance campaign effectiveness. Perfect for professionals and students looking to understand the power of data analysis in advertising. for more details visit: https://bostoninstituteofanalytics.org/data-science-and-artificial-intelligence/
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...Subhajit Sahu
Abstract — Levelwise PageRank is an alternative method of PageRank computation which decomposes the input graph into a directed acyclic block-graph of strongly connected components, and processes them in topological order, one level at a time. This enables calculation for ranks in a distributed fashion without per-iteration communication, unlike the standard method where all vertices are processed in each iteration. It however comes with a precondition of the absence of dead ends in the input graph. Here, the native non-distributed performance of Levelwise PageRank was compared against Monolithic PageRank on a CPU as well as a GPU. To ensure a fair comparison, Monolithic PageRank was also performed on a graph where vertices were split by components. Results indicate that Levelwise PageRank is about as fast as Monolithic PageRank on the CPU, but quite a bit slower on the GPU. Slowdown on the GPU is likely caused by a large submission of small workloads, and expected to be non-issue when the computation is performed on massive graphs.
2. TRINIDAD ANDTOBAGO
Trinidad and Tobago is one of many Small Island Developing States (SIDS) with a
population of approximately 1.4 million. Although fortunate with natural
resources, like all SIDS, it is still susceptible to external shocks, such as falling
international oil and gas prices and climate change. In this regard, resources need
to be efficiently and effectively allocated.
Resources are traditionally allocated through the Public Sector Investment
Programme (PSIP). Entities submit projects for consideration based on national
strategic priorities to obtain funding from the PSIP. The PSIP is given allocations
during each year’s annual budget.
2
4. SOLUTION - USE OF WAZE
PART 1
Trinidad and Tobago faces the problem of
worsening roads due to climate change and other
factors. With limited resources, data would allow
the Government to prioritize which roads to repair
first.
Technology has changed the way data are
collected. Applications, such as WAZE, allow for
access to real-time data. Therefore, a public-
private partnership can assist countries in
obtaining data.
Data can be collected when users utilize the APP
as part of a self-reporting mechanism.
Applications, like WAZE, which rely on users
utilizing technological devices to capture data
show how technology has changed and shaped
the data landscape.
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5. SOLUTION - USE OF WAZE
PART 2
By signing a data-sharing agreement, WAZE can
facilitate real-time information on road closures,
locations of pot-holes and landslides and
congestion. They can offer traffic data to show
how many users utilize roadways.
The more users utilize WAZE, the more traffic data
it captures. This is part of using data to improve
the lives of others and make citizens feel they are
part of the process.
The Ministry of Works and Transport (MoWT) can
verify information provided by WAZE and use
traffic data to make evidence-based decisions to
inform the allocation of finite resources in
repairing roads.
5
6. APPLIEDTOTRINIDAD AND
TOBAGO
USE OF WAZE INT&T
With public trust in WAZE, the Ministry of
Works and Transport can obtain public
buy-in of their policy-making and decisions
by allowing citizens a “voice” in prioritizing
repairs through self-reporting on the APP.
The data can be shared with the public to
ensure transparency and accountability.
Government can support this through
signing the agreement with WAZE and
encouraging companies offering data
packages to support citizens’ use of WAZE.
Companies like Digicel have already made
WAZE zero-rated, so customers without
data can use it.
Data-driven decisions will contribute to
public trust. Using data provided by
citizens to inform decisions will reduce the
belief that bias and politics inform
decision-making.
Once repairs are justified and swiftly
completed, it will demonstrate the value
of data and lead to more citizens using the
application.
Data-driven, evidence-based decisions
would ensure equity and a level playing
field for all citizens.
DATA FROM WAZE LEADSTO
SOCIAL CONTRACT
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7. REAL-LIFE EXAMPLE
PROBLEM
The M1 Tasker Road (seen left,
courtesy of AZP News) had to be
closed for repairs.
The road is used to take
travelers to San Fernando from
Princes Town.
An alternative route in Ste.
Madeleine has experienced a
landslide affecting one side of
the road.
SOLUTION
WAZE Data would show that the
M1 Tasker Road is more heavily-
used than the Ste. Madeleine
Road.
In selecting which road to repair
first, the Ministry of Works and
Transport can utilize the data
and prioritize repairing the M1
Tasker Road (the road has since
been repaired).
7