This document discusses data visualization of Open Educational Resources (OER) projects. It describes using Google Refine to reconcile OER records from a repository by institution name in order to analyze contributions by institution and location. Visualizations were created using tools like Google Spreadsheets and Timemap.js to combine page views, social shares, and other data about the OERs. The document provides an overview of various tools and libraries that can be used for data visualization and analysis.
Making the complex less complicated: An introduction to social network analysis
Presented at ILTA EdTech 2017, Sligo, Ireland
Supporting posthttps://mashe.hawksey.info/?p=17538
Patterns are left behind. Whether it be replies to a discussion forums, interactions on social media or ingredients in cocktails links can be made and the data used for actionable insight. Network science is one approach that takes these seemingly complex connections and through the use of mathematical methods make it easier to understand. Network science is a well established discipline and it’s origins can be traced to 1736 and the work of Leonhard Euler. The area of social network analysis is a more recent development established in work by Moreno and Jennings in the 1930s. Accessibility to affordable computing in the 1990s combined with data from early social networks like IRC has led to an explosion of interest in social network analysis. This has continued with the emergence of social networking sites like Facebook and Twitter combined with accessibility to the underlying data. The use of network science and social network analysis within educational contexts has seen similar growth. The emergence of ‘Learning Analytics’ as a field of study has highlighted how data can be used to enhance learning and teaching. With social network analysis we can take seemingly complex relationships and making them less complicated. Common applications of network analysis in this area include: identification of isolated students within group activities; identification of people or concepts which are ‘network bridges’; clustering of categorisation of topics; plus numerous other applications.
This presentation is designed to be an introduction into network analysis allowing delegates the opportunity to understand the underlying structure of the graph as well as some of the tools that can be used to construct them. The session will begin with an introduction to key network analysis terms and go on to introduce some of the tools and techniques for social network analysis, specifically looking at how data can be collected and analysed from Twitter using tools like TAGS and NodeXL.
Measuring Social Media Impact: Google Analytics and Twitter
Slides for a talk given at the University of Oxford OxEngage series exploring how social media interactions on Twitter can be analysed using Google Sheets and Google Analytics
Google Apps Script the Authentic{ated} Mobile Playground
Presentation given at the Edinburgh Mobile Dev Meetup on 15 Feb 2017 highlighting some features of Google Apps Script which may be of interest to mobile developers. A video recording of the session is available at https://youtu.be/N9WUVzLmaJo?t=39m54s
Using CiviCRM in Google Drive with the new CiviService Google Script Library
This talk highlights how you can easily interact with your CiviCRM via the API interface with a new Google Apps Script library. Google Apps Script is a free programming environment in Google Drive that allows you to easily integrate with Google Docs, Forms, Sheets, other Google products and third party services. Using Apps Script gives you the flexibility and power of tools like Google Sheets to push, extract or analyse data and integrate this with your CiviCRM installation via the CiviCRM API. Example uses could include using shared Google Sheets to record information which is pushed into your CiviCRM, initiating cases from Gmail triggers and more.
he master class is designed to help users get more out of their Google Analytics setup and reporting. The session will be an opportunity to workout where you are at with you Google Analytics setup and usage. As part of this there will be an opportunity for:
* An overview of Google Analytics and tracking principles
* Learning about Google Tag Manager which can be used to remove some of the headache around setting up GA event tracking
* Automated Google Analytics reporting using Google Sheets/Google Sites
* Emerging GA uses you might not have considered before
Extracting and analyzing discussion data with google sheets and google analytics
Online discussions can be a rich source of data for researchers in the humanities and social sciences. In this workshop, participants will learn how to use Google Sheets to push online discussion board data into Google Analytics, where it can be analysed. The session will also demonstrate how to use TAGS, the widely-used script for archiving Twitter data. Participants can bring their own laptops if they wish; there will also be desktop PCs for use.
Please note: if you’re not staff or student at the University of Edinburgh, you will need to obtain a temporary login from the registration desk in advance.
The Association for Learning Technology has been experimenting with the open source blogging platform WordPress as an Open Badges issuing platform. As part of this presentation we include details of our journey from digital to open badges. As part of this we highlight some of the benefits of using WordPress and the free BadgeOS plugin as well as issues encountered integrating with Mozilla Backpack. As well as the technical aspect we will look at how badges were used in the Open Course for Technology Enhanced Learning (ocTEL). As part of this badges were awarded on a weekly basis for a range of tasks from simply ‘checking-in’ to completing predefined learning activities. Given the range of criteria this presentation explores the general question ‘do open badges count?’. The presentation concludes by looking at current developments which are informing how the Association might use Open Badges in the future. As part of this we will touch upon the potential other benefits of badges including situational awareness for learners and the wider community.
Tweeted slides are available from https://goo.gl/dkjI3L
Looking at creativity and culture in computer science to inspire better educa...
For talk notes see https://mashe.hawksey.info/2016/01/looking-at-creativity-and-culture-in-computer-science-to-inspire-better-education/
Academic practice continues to evolve to reflect the needs and opportunities of various stakeholders including the learner, employers and the institution. Some would argue that university education isn't changing fast enough given the pace of change within society and technology. We will explore strategies for developing an agile approach to academic practice, looking at how education can be 'hacked' to creatively overcome the limitations of the system. ... We conclude taking a wider view exploring emerging peadagogies and technologies and how these might be used too to make education better.
Google Apps Script: The authentic{ated} playground [2015 Ed.]
This is the 2015 edition of my Google Apps Script: The authentic{ated} playground talk most recently given to GDG Berlin (Dec. 2015).
With a pre-authenticated cloud-based ecosystem Google Apps Script makes it possible to integrate into other Google services with a couple of lines of code. This turns Google Drive into a rich playground for a wide range of solutions from custom reporting using Google Sheets as a data interface; quick hacks to get the job done; custom interfaces for Docs, Sheets and Forms; to full blown application deployment to web and mobile. In this talk the main features and affordances of Google Apps Script are highlighted, this will be followed by a deep dive into a demonstration into how Google Apps Script makes it easy to combine Google Analytics with other data sources such as Twitter and do many more playful things.
Learning analytics gaining good actionable insight
Presented as part of the University of Sussex's TEL Seminar Series
There is greater awareness of the use of data to make improvements in the world around us including learning and teaching. From improvements in business processes to recommendations to what to buy on Amazon all are driven by data. Data by itself does not make a better learner experience and only analytics, the process of making an actionable insight, can help identify gains. As an emerging area 'Learning Analytics' is abound with new opportunities but at the same time these opportunities also raise new ethical and operational concerns. In this presentation we introduce some basic learning analytics concepts, identifying tools and workflows staff may wish to consider. As part of this we also consider the dangers of analytics identifying areas which may lead to learner demotivation or misconception and the questions we should all be asking ourselves to make sure we are always gaining *good* actionable insight.
http://www.sussex.ac.uk/tel/workshops/seminar/martin-hawksey
This document discusses using Google Sheets to automatically report on daily CiviCRM event registration comparisons. It describes using CiviReport and scheduled jobs to generate reports from CiviCRM and send them via email in CSV format to Google Sheets. This allows comparing CiviEvent registrations for annual events on a daily basis in Google Sheets. It introduces CiviService, a CiviCRM library for Google Apps Script that enables building a CiviCRM add-on for Google Sheets.
Learning analytics is the measurement, collection, analysis and reporting of data about learners and their contexts in order to understand and optimize the learning environment. It involves techniques from computer science, statistics, programming and other disciplines. While learning analytics can provide opportunities to give feedback and improve learning, it also poses threats regarding privacy, ethics, and the misuse of visualizations and absence of educational theory. Overall, learning analytics should be used to start conversations to improve learning rather than make definitive decisions, and it is important that the needs and experiences of learners guide its application.
Talk given at Using Google Apps Script and Sheets for social network data mining and analysis
Examples used in this presentation bundled at http://bit.ly/breaking-cell
There is growing interest in the use of data to provide actionable insight. This interest goes beyond the professional analysts and just as fields such as mathematics and astronomy have benefited from the enthusiastic amateur so does data science. Social networks are a rich playground of data and whilst many provide access to their data via APIs but access via this route can be daunting. You can of course turn to 'analytics as a service' sites which will take your credentials and provide you with some answers, but often this can be what they want to tell you and not what you want to hear. A solution is the spreadsheet. Spreadsheets provide an interface for data exploration for those with basic skills. With Google Sheets the opportunities increase exponentially, not just in terms of collaboration, but also with the power of Google Apps Script. Apps Script provides easy integration into other Google products and services, such as Google Analytics, as well as third party APIs like Twitter. In this presentation we show how Google Sheets can become a rich playground where data from different services can be collected and analysed.
Open Badges in Open Education – Do They Count? #eas14
Slides for presentation at e-Assessment Scotland 2014 (#eas14) highlighting the work around open badges as a mechanism for supporting the creation of personal knowledge graphs.
Slides used for presentation at ALT's Annual Conference 2014 on experiences of using open badges in the Open Course in Technology Enhanced Learning (ocTEL)
Now we can take look into how to configure time off types in odoo 17 through this slide. Time-off types are used to grant or request different types of leave. Only then the authorities will have a clear view or a clear understanding of what kind of leave the employee is taking.
This document is a presentation on GDPR given at the University of Dundee. It provides an overview of key GDPR concepts such as personal data, processing, lawful bases for processing including consent, and the principles of accountability. It discusses how GDPR compliance applies even when personal data from EU citizens is processed outside the EU. Examples are given of how services like Padlet, Peerwise and Teammates can be used in education in a GDPR-compliant way. The presentation emphasizes obtaining consent, anonymizing or obscuring personal data, and having alternatives for students who do not wish to provide personal data.
Twitter in Education: Interactively exploring the conversation with TAGS and ...Martin Hawksey
There has been much research in the use of social media to support learning and teaching. In many instances it is argued that it enables a decentralization of learning moving towards a distributed model which has many benefits including supporting a stronger foundation for lifelong learning.
Twitter is one service that has been widely used within this context. The introduction of hashtags as a mechanism to allow communities to form and contribute to a topic is now a well established model within both formal and informal education as well as in society in general. The use of Twitter in this way removes boundaries extending the opportunities for co-learning, in particular, discussions can become less siloed, every contribution to a hashtag community is potentially another opportunity for someone else to join the conversation. The thinning of the walls in this way is not without it implications and the vulnerability of being a learner should never be underestimated. Another consideration is that Twitter has been adopted as a tool to support learning in this way rather than being designed for this purpose. As a result exploring and finding understanding within hashtag communities can be problematic and with many open learning contexts individuals can end up feeling lost.
This conversation will explore approaches to help learners and educators gain more insight and a feeling of place within hashtag communities. As part of this we will look at TAGS and TAGSExplorer tools (https://tags.hawksey.info) which have been developed with educators and learners in mind to help support the collection, analysis and exploration of Twitter hashtag communities. These free tools provide a means to collect data from Twitter searches and analysis the results either in Google Sheets, where the data is collected, or visualized in the companion TAGSExplorer web interface. As part of this conversation we will touch upon the limitation of data collection from Twitter and issues around data protection and privacy. We will also provide some examples of where TAGS/TAGSExplorer has been used within an educational context.
TEL Quality and Innovation: What can be learned from the history of computer ...Martin Hawksey
As TEL becomes more professionalised we consider what lessons can be learned from another discipline which has gone through a similar transition. Through the lense of the development of computer science this presentation will look at key moments in this area which might be used to inform or influence how we approach TEL quality and innovation. As part of this we will highlight the approaches adopted by early pioneers like Alan Kay whose attributed to defining the conceptual basics of laptop and tablet computers as part of his work in the 1970s on the Dynabook. Kay (2014) argues when creating future concepts the present inevitably takes all of our focus making anything we do incremental rather than inspirational. Kay’s suggests that by ignoring the present this opens us to the opportunity to take greater inspiration from the past allowing us to dream of a future not constrained by the present.
We also consider some of the cultures which have their origins in computer science including the ‘hacker’ subculture. Whilst the term ‘hacker’ has taken on a more sinister definition, referring to those subverting computer security, the original hacker communities founded by Richard Greenblatt and Bill Gosper in the 1960s were focused on the “intellectual challenge of creatively overcoming and circumventing limitations of systems to achieve novel and clever outcomes” - Wikipedia https://en.wikipedia.org/wiki/Hacker_culture
Finally, we highlight a talk by Bret Victor on the future of programming we look at the reasons a number of innovations in computer science happened in the 50s/60s and the problems this creates for the next generation of programmers if they perceive the fundamentals are correct and continue to develop along these principles.
Making the complex less complicated: An introduction to social network analysisMartin Hawksey
Presented at ILTA EdTech 2017, Sligo, Ireland
Supporting posthttps://mashe.hawksey.info/?p=17538
Patterns are left behind. Whether it be replies to a discussion forums, interactions on social media or ingredients in cocktails links can be made and the data used for actionable insight. Network science is one approach that takes these seemingly complex connections and through the use of mathematical methods make it easier to understand. Network science is a well established discipline and it’s origins can be traced to 1736 and the work of Leonhard Euler. The area of social network analysis is a more recent development established in work by Moreno and Jennings in the 1930s. Accessibility to affordable computing in the 1990s combined with data from early social networks like IRC has led to an explosion of interest in social network analysis. This has continued with the emergence of social networking sites like Facebook and Twitter combined with accessibility to the underlying data. The use of network science and social network analysis within educational contexts has seen similar growth. The emergence of ‘Learning Analytics’ as a field of study has highlighted how data can be used to enhance learning and teaching. With social network analysis we can take seemingly complex relationships and making them less complicated. Common applications of network analysis in this area include: identification of isolated students within group activities; identification of people or concepts which are ‘network bridges’; clustering of categorisation of topics; plus numerous other applications.
This presentation is designed to be an introduction into network analysis allowing delegates the opportunity to understand the underlying structure of the graph as well as some of the tools that can be used to construct them. The session will begin with an introduction to key network analysis terms and go on to introduce some of the tools and techniques for social network analysis, specifically looking at how data can be collected and analysed from Twitter using tools like TAGS and NodeXL.
Measuring Social Media Impact: Google Analytics and TwitterMartin Hawksey
Slides for a talk given at the University of Oxford OxEngage series exploring how social media interactions on Twitter can be analysed using Google Sheets and Google Analytics
Google Apps Script the Authentic{ated} Mobile PlaygroundMartin Hawksey
Presentation given at the Edinburgh Mobile Dev Meetup on 15 Feb 2017 highlighting some features of Google Apps Script which may be of interest to mobile developers. A video recording of the session is available at https://youtu.be/N9WUVzLmaJo?t=39m54s
Using CiviCRM in Google Drive with the new CiviService Google Script LibraryMartin Hawksey
This talk highlights how you can easily interact with your CiviCRM via the API interface with a new Google Apps Script library. Google Apps Script is a free programming environment in Google Drive that allows you to easily integrate with Google Docs, Forms, Sheets, other Google products and third party services. Using Apps Script gives you the flexibility and power of tools like Google Sheets to push, extract or analyse data and integrate this with your CiviCRM installation via the CiviCRM API. Example uses could include using shared Google Sheets to record information which is pushed into your CiviCRM, initiating cases from Gmail triggers and more.
he master class is designed to help users get more out of their Google Analytics setup and reporting. The session will be an opportunity to workout where you are at with you Google Analytics setup and usage. As part of this there will be an opportunity for:
* An overview of Google Analytics and tracking principles
* Learning about Google Tag Manager which can be used to remove some of the headache around setting up GA event tracking
* Automated Google Analytics reporting using Google Sheets/Google Sites
* Emerging GA uses you might not have considered before
Extracting and analyzing discussion data with google sheets and google analyticsMartin Hawksey
Online discussions can be a rich source of data for researchers in the humanities and social sciences. In this workshop, participants will learn how to use Google Sheets to push online discussion board data into Google Analytics, where it can be analysed. The session will also demonstrate how to use TAGS, the widely-used script for archiving Twitter data. Participants can bring their own laptops if they wish; there will also be desktop PCs for use.
Please note: if you’re not staff or student at the University of Edinburgh, you will need to obtain a temporary login from the registration desk in advance.
Using WordPress as a badge platform #openbadgesHEMartin Hawksey
The Association for Learning Technology has been experimenting with the open source blogging platform WordPress as an Open Badges issuing platform. As part of this presentation we include details of our journey from digital to open badges. As part of this we highlight some of the benefits of using WordPress and the free BadgeOS plugin as well as issues encountered integrating with Mozilla Backpack. As well as the technical aspect we will look at how badges were used in the Open Course for Technology Enhanced Learning (ocTEL). As part of this badges were awarded on a weekly basis for a range of tasks from simply ‘checking-in’ to completing predefined learning activities. Given the range of criteria this presentation explores the general question ‘do open badges count?’. The presentation concludes by looking at current developments which are informing how the Association might use Open Badges in the future. As part of this we will touch upon the potential other benefits of badges including situational awareness for learners and the wider community.
Tweeted slides are available from https://goo.gl/dkjI3L
Looking at creativity and culture in computer science to inspire better educa...Martin Hawksey
For talk notes see https://mashe.hawksey.info/2016/01/looking-at-creativity-and-culture-in-computer-science-to-inspire-better-education/
Academic practice continues to evolve to reflect the needs and opportunities of various stakeholders including the learner, employers and the institution. Some would argue that university education isn't changing fast enough given the pace of change within society and technology. We will explore strategies for developing an agile approach to academic practice, looking at how education can be 'hacked' to creatively overcome the limitations of the system. ... We conclude taking a wider view exploring emerging peadagogies and technologies and how these might be used too to make education better.
Google Apps Script: The authentic{ated} playground [2015 Ed.]Martin Hawksey
This is the 2015 edition of my Google Apps Script: The authentic{ated} playground talk most recently given to GDG Berlin (Dec. 2015).
With a pre-authenticated cloud-based ecosystem Google Apps Script makes it possible to integrate into other Google services with a couple of lines of code. This turns Google Drive into a rich playground for a wide range of solutions from custom reporting using Google Sheets as a data interface; quick hacks to get the job done; custom interfaces for Docs, Sheets and Forms; to full blown application deployment to web and mobile. In this talk the main features and affordances of Google Apps Script are highlighted, this will be followed by a deep dive into a demonstration into how Google Apps Script makes it easy to combine Google Analytics with other data sources such as Twitter and do many more playful things.
Learning analytics gaining good actionable insightMartin Hawksey
Presented as part of the University of Sussex's TEL Seminar Series
There is greater awareness of the use of data to make improvements in the world around us including learning and teaching. From improvements in business processes to recommendations to what to buy on Amazon all are driven by data. Data by itself does not make a better learner experience and only analytics, the process of making an actionable insight, can help identify gains. As an emerging area 'Learning Analytics' is abound with new opportunities but at the same time these opportunities also raise new ethical and operational concerns. In this presentation we introduce some basic learning analytics concepts, identifying tools and workflows staff may wish to consider. As part of this we also consider the dangers of analytics identifying areas which may lead to learner demotivation or misconception and the questions we should all be asking ourselves to make sure we are always gaining *good* actionable insight.
http://www.sussex.ac.uk/tel/workshops/seminar/martin-hawksey
Custom reporting from CiviCRM with Google SheetsMartin Hawksey
This document discusses using Google Sheets to automatically report on daily CiviCRM event registration comparisons. It describes using CiviReport and scheduled jobs to generate reports from CiviCRM and send them via email in CSV format to Google Sheets. This allows comparing CiviEvent registrations for annual events on a daily basis in Google Sheets. It introduces CiviService, a CiviCRM library for Google Apps Script that enables building a CiviCRM add-on for Google Sheets.
Learning analytics: Threats and opportunitiesMartin Hawksey
Learning analytics is the measurement, collection, analysis and reporting of data about learners and their contexts in order to understand and optimize the learning environment. It involves techniques from computer science, statistics, programming and other disciplines. While learning analytics can provide opportunities to give feedback and improve learning, it also poses threats regarding privacy, ethics, and the misuse of visualizations and absence of educational theory. Overall, learning analytics should be used to start conversations to improve learning rather than make definitive decisions, and it is important that the needs and experiences of learners guide its application.
Talk given at Using Google Apps Script and Sheets for social network data mining and analysis
Examples used in this presentation bundled at http://bit.ly/breaking-cell
There is growing interest in the use of data to provide actionable insight. This interest goes beyond the professional analysts and just as fields such as mathematics and astronomy have benefited from the enthusiastic amateur so does data science. Social networks are a rich playground of data and whilst many provide access to their data via APIs but access via this route can be daunting. You can of course turn to 'analytics as a service' sites which will take your credentials and provide you with some answers, but often this can be what they want to tell you and not what you want to hear. A solution is the spreadsheet. Spreadsheets provide an interface for data exploration for those with basic skills. With Google Sheets the opportunities increase exponentially, not just in terms of collaboration, but also with the power of Google Apps Script. Apps Script provides easy integration into other Google products and services, such as Google Analytics, as well as third party APIs like Twitter. In this presentation we show how Google Sheets can become a rich playground where data from different services can be collected and analysed.
Open Badges in Open Education – Do They Count? #eas14Martin Hawksey
Slides for presentation at e-Assessment Scotland 2014 (#eas14) highlighting the work around open badges as a mechanism for supporting the creation of personal knowledge graphs.
Slides used for presentation at ALT's Annual Conference 2014 on experiences of using open badges in the Open Course in Technology Enhanced Learning (ocTEL)
How to Configure Time Off Types in Odoo 17Celine George
Now we can take look into how to configure time off types in odoo 17 through this slide. Time-off types are used to grant or request different types of leave. Only then the authorities will have a clear view or a clear understanding of what kind of leave the employee is taking.
How to Store Data on the Odoo 17 WebsiteCeline George
Here we are going to discuss how to store data in Odoo 17 Website.
It includes defining a model with few fields in it. Add demo data into the model using data directory. Also using a controller, pass the values into the template while rendering it and display the values in the website.
Delegation Inheritance in Odoo 17 and Its Use CasesCeline George
There are 3 types of inheritance in odoo Classical, Extension, and Delegation. Delegation inheritance is used to sink other models to our custom model. And there is no change in the views. This slide will discuss delegation inheritance and its use cases in odoo 17.
Webinar Innovative assessments for SOcial Emotional SkillsEduSkills OECD
Presentations by Adriano Linzarini and Daniel Catarino da Silva of the OECD Rethinking Assessment of Social and Emotional Skills project from the OECD webinar "Innovations in measuring social and emotional skills and what AI will bring next" on 5 July 2024
No, it's not a robot: prompt writing for investigative journalismPaul Bradshaw
How to use generative AI tools like ChatGPT and Gemini to generate story ideas for investigations, identify potential sources, and help with coding and writing.
A talk from the Centre for Investigative Journalism Summer School, July 2024
Understanding and Interpreting Teachers’ TPACK for Teaching Multimodalities i...Neny Isharyanti
Presented as a plenary session in iTELL 2024 in Salatiga on 4 July 2024.
The plenary focuses on understanding and intepreting relevant TPACK competence for teachers to be adept in teaching multimodality in the digital age. It juxtaposes the results of research on multimodality with its contextual implementation in the teaching of English subject in the Indonesian Emancipated Curriculum.
(T.L.E.) Agriculture: Essentials of GardeningMJDuyan
(𝐓𝐋𝐄 𝟏𝟎𝟎) (𝐋𝐞𝐬𝐬𝐨𝐧 𝟏.𝟎)-𝐅𝐢𝐧𝐚𝐥𝐬
Lesson Outcome:
-Students will understand the basics of gardening, including the importance of soil, water, and sunlight for plant growth. They will learn to identify and use essential gardening tools, plant seeds, and seedlings properly, and manage common garden pests using eco-friendly methods.
Principles of Roods Approach!!!!!!!.pptxibtesaam huma
Principles of Rood’s Approach
Treatment technique used in physiotherapy for neurological patients which aids them to recover and improve quality of life
Facilitatory techniques
Inhibitory techniques
Integrated Marketing Communications (IMC)- Concept, Features, Elements, Role of advertising in IMC
Advertising: Concept, Features, Evolution of Advertising, Active Participants, Benefits of advertising to Business firms and consumers.
Classification of advertising: Geographic, Media, Target audience and Functions.
National Learning Camp( Reading Intervention for grade1)
Data Visualisation: An OER Taster
1. Intro Data Visualisation Kitchen
Data Visualisation: An OER Taster
Martin Hawksey (@mhawksey) This work is licensed under a Creative
Commons Attribution 3.0 Unported
License. CC-BY Martin Hawksey
2. This work is licensed under a Creative
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License. CC-BY Martin Hawksey
3. http://bit.ly/iwmw12P3
This work is licensed under a Creative
Commons Attribution 3.0 Unported
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4. Analytics
"Analytics is the process of developing actionable
insights through problem definition and the
application of statistical models and analysis
against existing and/or simulated future data.“
Adam Cooper
http://blogs.cetis.ac.uk/adam/2012/04/27/analytics-and-big-data-reflections-from-the-teradata-
universe-conference-2012/
This work is licensed under a Creative
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License. CC-BY Martin Hawksey
5. Data Scientist
"a business analyst who lives in California“
“someone who: wants to know what the question
should be; embodies a combination of curiosity,
data gathering skills, statistical and modelling
expertise and strong communication skills”
Adam Cooper
http://blogs.cetis.ac.uk/adam/2012/04/27/analytics-and-big-data-reflections-from-the-
teradata-universe-conference-2012/
This work is licensed under a Creative
http://mashe.hawksey. Commons Attribution 3.0 Unported
License. CC-BY Martin Hawksey
6. Background
To „visualise‟ the JISC/HEA Open Educational
Resources (OER) Phase 1 & 2
Summary post with links http://bit.ly/OERVis
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7. Refining Jorum/OAI Harvesting
Details of everything I‟m about to show you is
here
http://bit.ly/refinejorum
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License. CC-BY Martin Hawksey
9. This work is licensed under a Creative
http://mashe.hawksey. Commons Attribution 3.0 Unported
License. CC-BY Martin Hawksey
10. Google Refine and OAI-PMH
This work is licensed under a Creative
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11. This work is licensed under a Creative
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12. This work is licensed under a Creative
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15. Reconciliation
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17. What was achieved
Jorum contains 9,502 unique records containing
„ukoer‟ of which 8,859 can be reconciled against
institution names
With institution name
A. Can see contributions per institution
B. Can get location data
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18. Combine
Pages access counts
Social share counts (very little sharing or
repository records)
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19. This work is licensed under a Creative
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License. CC-BY Martin Hawksey
20. This work is licensed under a Creative
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21. This work is licensed under a Creative
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License. CC-BY Martin Hawksey
22. This work is licensed under a Creative
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License. CC-BY Martin Hawksey
23. This work is licensed under a Creative
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License. CC-BY Martin Hawksey
25. http://nyti.ms/c2C09A
This work is licensed under a Creative
Commons Attribution 3.0 Unported
License. CC-BY Martin Hawksey
26. Tools/Libraries
• Tools • Libraries
– Google Refine – timemap.js
– Google – RaphaelJS
Spreadsheets – d3
– R/RStudio – SIMILE Timeline
– NodeXL & Gephi – Google
– Gource Visualisation
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27. Data Use == Data
Validation
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28. Questions?
Martin Hawksey
@mhawksey
Summary post with links http://bit.ly/OERVis
This work is licensed under a Creative
Commons Attribution 3.0 Unported
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