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Transcript of LMI FOR ALL TECHNICAL, STAKEHOLDER ENGAGEMENT AND DATA ... · PDF file LMI FOR ALL TECHNICAL,...

  • LMI FOR ALL

    TECHNICAL, STAKEHOLDER ENGAGEMENT AND DATA DEVELOPMENT SERVICES

    Final Report

    2015-16

    Project Director and Principal Investigators

    Professor Jenny Bimrose, Dr Nick Sofroniou and Dr Sally-Anne Barnes Institute for Employment Research, University of Warwick

    Graham Attwell, Pontydysgu

    Technical services

    with Philipp Rustemeier and Dirk Stieglitz, Pontydysgu Raymond Elferink, Raycom

    Stakeholder engagement services

    with Dr Deirdre Hughes OBE, Institute for Employment Research, University of Warwick

    Data development services

    with Dr Yuxin Li, Dr David Owen, Professor Rob Wilson, Luke Bosworth and Peter Millar, Institute for Employment Research, University of Warwick

  • Table of contents Executive summary ............................................................................................................. i 1. Introduction .................................................................................................................. 1

    1.1. Project overview ...................................................................................................... 1 1.2. Project aims and objectives ..................................................................................... 2 1.3. Report structure ....................................................................................................... 3

    2. Technical services ....................................................................................................... 4 2.1. Introduction .............................................................................................................. 4 2.2. Platform and database -maintenance and monitoring .............................................. 4 2.3. Extract, Transform and Load system (ETL) .............................................................. 6 2.4. Data security and data disclosure ............................................................................ 8 2.5. Wiki for tracking project development ...................................................................... 8 2.6. LMI for All web portal ............................................................................................... 8 2.7. Data cubes ............................................................................................................ 11 2.8. Analytics / API Dashboard and usage data ............................................................ 11 2.9. Maintenance of the API and further development .................................................. 12 2.10. API monitoring ..................................................................................................... 12 2.11. Query Error Monitoring ........................................................................................ 12

    2.11.1. Outage monitoring ......................................................................................... 13 2.12. Technical support and customer care .................................................................. 13 2.13. Blue sky gazing – future directions for development ............................................ 13

    2.13.1. Infrastructure ................................................................................................. 13 2.13.2. Potential uses of LMI for All ........................................................................... 14 2.13.3. App directory ................................................................................................. 14 2.13.4. Widgets ......................................................................................................... 14 2.13.5. Careers Chatbot and Machine Learning ........................................................ 15 2.13.6. Granularity of data ......................................................................................... 15 2.13.7. Job vacancy data .......................................................................................... 15 2.13.8. Employability ................................................................................................. 16 2.13.9. Subjects, Disciplines and Occupations .......................................................... 16 2.13.10. Social learning and LMI for All ..................................................................... 16

    3. Stakeholder engagement services ............................................................................ 17 3.1. Introduction ............................................................................................................ 17 3.2. Processes for designing, developing and implementing an application or widget to supported by LMI for All ................................................................................................... 17 3.3. Case studies .......................................................................................................... 21

    3.3.1. icould: Building LMI for All into an existing website .......................................... 21 3.3.2. Prospects: Developing an app ......................................................................... 25 3.3.3. Skills Match London: Building a website using the LMI for All API ................... 28 3.3.4. KareerHub: Building an online LMI dashboard using LMI for All ...................... 31

    3.4. Users of LMI for All ................................................................................................ 33 3.4.1. LMI for All web interfaces ................................................................................ 33 3.4.2. Careerometer in practice ................................................................................. 34

    3.5. LMI for All usage statistics ..................................................................................... 35

  • 3.5.1. Query volume .................................................................................................. 35 3.5.2. Unique users ................................................................................................... 36 3.5.3. Traffic by endpoint ........................................................................................... 37 3.5.4. Traffic by country ............................................................................................. 38

    3.6. Engagement activities ............................................................................................ 39 3.6.1. Other engagement activities ............................................................................ 42

    3.7. Recommendations for future stakeholder engagement services ............................ 43

    4. Data development services ....................................................................................... 45 4.1. Approach to providing data .................................................................................... 45 4.2. Summary of data and indicators included in the portal ........................................... 47

    4.2.1. Core indicators ................................................................................................ 47 4.2.2. Other indicators ............................................................................................... 51

    4.3. Data development summary .................................................................................. 64

    5. Future issues and potential resolutions ................................................................... 65 5.1. Enhancing the database: potential and additional data sources ............................. 65

    5.1.1. General considerations ................................................................................... 65 5.1.2. Vacancy data .................................................................................................. 66 5.1.3. Course information .......................................................................................... 66 5.1.4. Census of Population data .............................................................................. 67 5.1.5. European data – the Cedefop database, EU Skills Panorama, ESCO and EURES 67

    5.2. Stakeholder engagement activities: maintaining momentum .................................. 69 5.2.1. General considerations ................................................................................... 69 5.2.2. What works? ................................................................................................... 69 5.2.3. Overcoming challenges to implementation ...................................................... 69

    References ........................................................................................................................ 71 Annex A: Users of Careerometer ..................................................................................... 73 Annex B: Engagement activities ...................................................................................... 75 Annex C: Core data sources included in LMI for All ...................................................... 81 Annex D: O*NET .............................................................................................................. 117 Annex E: Other data considered for inclusion but rejected ........................................ 128

  • List of tables and figures

    Figure 2.1 Overview of LMI for All platform and database ............................................... 5

    Table 2.1 Overview of database servers ............................................................................ 5

    Figure 2.2 STAR model illustrated by LF