The document discusses the development of a tablet application called Suma to help library staff collect data on patron usage and activity in library spaces. The app aims to improve on tedious manual counting methods by providing a coordinated, centralized way to gather, store, export, analyze and visualize usage data across spaces and time. This data could then be used to inform decisions about staffing, purchasing, space arrangement and future planning to take a more evidence-based approach. The project team discusses technical considerations and requirements in developing a web-based app that can work offline and be shared as open source software.
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In this presentation held on a Web Guide Partner breakfast seminar Renco Smeding and Gabriella Janni present how to use Tableau Software to efficiently analyze website data and identify keywords with high potential for driving more revenue. Tableau is a ground breaking data visualization tool making it easy to analyze vast amounts of data and draw actionable insights. Web Guide Partner is official Tableau partner and first digital agency working with Tableau in the Sweden region.
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Companies that understand how to apply machine intelligence will scale and win their respective markets over the next decade. That said, delivering on this promise is much harder than most executives realize. Without large amounts of labeled training data, solving most AI problems isn’t possible. The talent and leadership to bridge the worlds of product design, machine learning research, and user experience are scarce. Many organizations will tackle the wrong problems and fail to ship successful AI products that matter to their customers.
Pete Skomoroch explains how to navigate these challenges and build a business where every product interaction benefits from your investment in machine intelligence.
This talk was presented at the 2019 Strata Data Conference in London.
Topics include:
Who defines the data vision and roadmap in your organization?
Who is accountable for building and expanding your competitive moat?
Investing in foundational data infrastructure, training, logging, and tools
Fostering executive support for exploration and innovation, including user-facing data product and algorithm development
How to evaluate new machine intelligence projects and develop a portfolio that delivers
How AI product management differs from traditional product management
How to bridge the worlds of design and machine learning to get to product-market fit
Defining a framework for trading off investments in data quality, machine learning relevance, and other business objectives
Tableau - Make your SEO data work for you!Renco Smeding
In this presentation held on a Web Guide Partner breakfast seminar Renco Smeding and Gabriella Janni present how to use Tableau Software to efficiently analyze website data and identify keywords with high potential for driving more revenue. Tableau is a ground breaking data visualization tool making it easy to analyze vast amounts of data and draw actionable insights. Web Guide Partner is official Tableau partner and first digital agency working with Tableau in the Sweden region.
Executive Briefing: Why managing machines is harder than you thinkPeter Skomoroch
Companies that understand how to apply machine intelligence will scale and win their respective markets over the next decade. That said, delivering on this promise is much harder than most executives realize. Without large amounts of labeled training data, solving most AI problems isn’t possible. The talent and leadership to bridge the worlds of product design, machine learning research, and user experience are scarce. Many organizations will tackle the wrong problems and fail to ship successful AI products that matter to their customers.
Pete Skomoroch explains how to navigate these challenges and build a business where every product interaction benefits from your investment in machine intelligence.
This talk was presented at the 2019 Strata Data Conference in London.
Topics include:
Who defines the data vision and roadmap in your organization?
Who is accountable for building and expanding your competitive moat?
Investing in foundational data infrastructure, training, logging, and tools
Fostering executive support for exploration and innovation, including user-facing data product and algorithm development
How to evaluate new machine intelligence projects and develop a portfolio that delivers
How AI product management differs from traditional product management
How to bridge the worlds of design and machine learning to get to product-market fit
Defining a framework for trading off investments in data quality, machine learning relevance, and other business objectives
A Hybrid Approach to Data Science Project ManagementElaine K. Lee
A talk about how Civis Analytics, a data science consultancy and software company, does project management using a blend of approaches from academia, consulting, and software engineering.
Introducing Suma: an open-source tablet application for library assessment. A...JoyceChapman
Powerpoint given at the 2011 American Library Association ACRL Assessment Forum meeting in New Orleans, La., by Joyce Chapman of North Carolina State University Libraries.
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http://www.inforum.cz/en/
This presentation provides an overview of causes why library and information services are fading out of sight for most user groups and how these users and their expectations have changed without us realizing. It contains a strong plea for a focus shift for librarians, but in fact also for companies and organisations. A focus into the environments where the users are, instead of expecting them to come to us, or our resources. Exploration of all relevant user environments for your organization, the use of new web-based technologies with Web 2.0 elements and certainly a more structural technical re-design of (library) information systems is required to deliver your services and resources at the place of need. A simple short-term solution like a QuickSearch Library Toolbar is explained, several other tools to “enrich” the user’s personal search environment, as well as the more long-term ongoing work at the Libraries of the University of Groningen and the Central Medical Library of the University Medical Center Groningen.
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This presentation is concerned with the development and evaluation of a redesign of the online and mobile app African Storybook initiative services that support the authoring and reading of openly licensed storybooks to support literacy development in Africa. The redesign makes use of a number of cultural-historical activity theory principles, including: object of activity, tool mediated and shared objects that are part of the third-generation activity system.
This presentation was provided by Rachel Bruce ofInformation Environment, JISC during the NISO event, "Library Resource Management Systems: New Challenges, New Opportunities," held October 8 - 9, 2009.
PAARL's 1st Marina G. Dayrit Lecture Series held at UP's Melchor Hall, 5F, Proctor & Gamble Audiovisual Hall, College of Engineering, on 3 March 2017, with Albert Anthony D. Gavino of Smart Communications Inc. as resource speaker on the topic "Using Big Data to Enhance Library Services"
A Hybrid Approach to Data Science Project ManagementElaine K. Lee
A talk about how Civis Analytics, a data science consultancy and software company, does project management using a blend of approaches from academia, consulting, and software engineering.
Introducing Suma: an open-source tablet application for library assessment. A...JoyceChapman
Powerpoint given at the 2011 American Library Association ACRL Assessment Forum meeting in New Orleans, La., by Joyce Chapman of North Carolina State University Libraries.
Innovation med big data – chr. hansens erfaringerMicrosoft
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http://www.inforum.cz/en/
This presentation provides an overview of causes why library and information services are fading out of sight for most user groups and how these users and their expectations have changed without us realizing. It contains a strong plea for a focus shift for librarians, but in fact also for companies and organisations. A focus into the environments where the users are, instead of expecting them to come to us, or our resources. Exploration of all relevant user environments for your organization, the use of new web-based technologies with Web 2.0 elements and certainly a more structural technical re-design of (library) information systems is required to deliver your services and resources at the place of need. A simple short-term solution like a QuickSearch Library Toolbar is explained, several other tools to “enrich” the user’s personal search environment, as well as the more long-term ongoing work at the Libraries of the University of Groningen and the Central Medical Library of the University Medical Center Groningen.
Towards the Intelligent Internet of EverythingRECAP Project
In this presentation, Prof. Theo Lynn (DCU) was talking about observations on Multi-disciplinary Challenges in Intelligent Systems Research, at the RECAP consortium meeting in Dublin, Ireland on 06 November 2018.
This presentation is concerned with the development and evaluation of a redesign of the online and mobile app African Storybook initiative services that support the authoring and reading of openly licensed storybooks to support literacy development in Africa. The redesign makes use of a number of cultural-historical activity theory principles, including: object of activity, tool mediated and shared objects that are part of the third-generation activity system.
This presentation was provided by Rachel Bruce ofInformation Environment, JISC during the NISO event, "Library Resource Management Systems: New Challenges, New Opportunities," held October 8 - 9, 2009.
PAARL's 1st Marina G. Dayrit Lecture Series held at UP's Melchor Hall, 5F, Proctor & Gamble Audiovisual Hall, College of Engineering, on 3 March 2017, with Albert Anthony D. Gavino of Smart Communications Inc. as resource speaker on the topic "Using Big Data to Enhance Library Services"
How Celtra Optimizes its Advertising Platformwith DatabricksGrega Kespret
Leading brands such as Pepsi and Macy’s use Celtra’s technology platform for brand advertising. To inform better product design and resolve issues faster, Celtra relies on Databricks to gather insights from large-scale, diverse, and complex raw event data. Learn how Celtra uses Databricks to simplify their Spark deployment, achieve faster project turnaround time, and empower people to make data-driven decisions.
In this webinar, you will learn how Databricks helps Celtra to:
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Agile Data Science is a lean methodology that is adopted from Agile Software Development. At the core it centers around people, interactions, and building minimally viable products to ship fast and often to solicit customer feedback. In this presentation, I describe how this work was done in the past with examples. Get started today with our help by visiting http://www.alpinenow.com
3 Reasons Data Virtualization Matters in Your PortfolioDenodo
Watch the full session on-demand here: https://goo.gl/upxC5W
Real-Time Analytics for Big Data, Cloud & Self-Service BI
The world of data is only becoming distributed. Privacy, regulations, and the need for real-time decisions are challenging organizations’ legacy information strategy. This webinar will include an expert panel discussion on Logical Data Warehouse, Universal Semantic Layer, and Real-time Analytics by Paul Moxon (VP of Data Architectures), Pablo Alvarez (Director of Product Management), and Alberto Pan (CTO).
Attend and learn:
• The major challenges of legacy information strategies.
• How data virtualization can help you overcome these challenges.
• Strategies for enabling agile data management and analytics.
Similar to Mobile Sensors: Building a staff-facing tablet application for library assessment (20)
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http://www.lib.ncsu.edu/dli/projects/MHL
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Mobile Sensors: Building a staff-facing tablet application for library assessment
1. Mobile SensorsBuilding a staff-facing tablet application for library assessment Jason Casden North Carolina State University Libraries NISO Forum: Mobile Technologies in Libraries May 20, 2011 1
10. Problem statement Many libraries perform manual counts of people in spaces doing something at some time The process involves tedious collection mechanisms, lots of paperwork, and much room for error There is no coordinated effort to help departments analyze their data 10
11. Our solution An open source tablet-based app (well, toolkit) to aid library staff in assessment of how patrons are using library spaces. In other words…the gathering, storing, exporting, analyzing, and visualizing of data across spaces/activities/time and around events. 11
12. Why do we care? With data about use/activity patterns in different library spaces we can Improve staffing models Make informed purchasing decisions (technology, furniture) Arrange space (quiet study, collaborative) Take an evidence-based approach to planning future library spaces 12
13. Related work James B. Hunt, Jr. Library planning IMLS Learning Spaces grant 13
15. Activity tracking Are some spaces more conducive to group study or individual study? What’s the ratio of usage of laptops versus public computers versus no computers? Do changes to space components change the type of usage? 15
21. NIH Library project 21 Hope, Benjamin, and Bradley Otterson. "Visualize the Activity in the Library with Data." In Annual Meeting of the Medical Library Association. Washington, DC, 2010.
22. Staff as sensors 22 Joyce Chapman: librarian, project team member, slide contributor, wireframer, data analyst, illustrator.
23. Data analysis Fragmented data Decentralized data storage Uncontrolled vocabularies = High barriers to analysis and data reuse 23
24. Two-part project Address a current need: improve ease of data collection and reporting for our current headcount practices Expand to new areas of interest (activity counts, analysis and visualization, data importing/exporting) and share the tool Goal: to encourage an evidence-based approach to physical spaces 24
31. How are we starting? Headcounts Focus on improving existing practices Client-first development To make sure it will work Strict user requirements 31
32. Some requirements Very high interface responsiveness Accommodate uneven network access Support future expansion to activity counts Open Source release 32
33. Why web-based? Multi-platform support Rapid expansion of tablet market Open source release Difficulty in deploying native iPad applications Licenses, ad-hoc deployment pains, etc. Encourage community use and contributions Design doesn’t preclude multiple clients in the future 33
34. Why not web-based? Interface performance/responsiveness is crucial Handling uneven Wi-Fi coverage Data stability 34
35. How to resolve this? Browser database Asynchronous data aggregation touchstart/touchmove/touchend events 35
36. Browser storage SQLite Web SQL Database Google Gears Indexed Database API (Indexed DB) HTML5 Storage (localStorage) 36
37. Web SQL Possibly soonto be obsolete http://www.w3.org/TR/webdatabase/ 18 November 2010: “This document was on the W3C Recommendation track but specification work has stopped. The specification reached an impasse: all interested implementors have used the same SQL backend (Sqlite), but we need multiple independent implementations to proceed along a standardisation path.” Gears end of life plans announced 19 February 2010 Why? It works now WebKit support (for now) iOS, Android 37
38. persistence.js var Session = persistence.define('Session', { startTime: "DATE", collectionLength: "INT” }); var Person = persistence.define('Person', { timestamp: "DATE" }); Session.hasMany('people', Person, 'session'); 38
57. Future directions Open Source release: Late summer 2011 Legacy data Build analysis dashboard tools Activity counts Reference transactions Subjective/Observational space usage data Grant assessment 57