Copy of Data Literacy and Evidence Building Executive Certificate

Copy of Data Literacy and Evidence Building Executive Certificate

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Week 0: Background

Week 0: Background Week 0: Background

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Week 0: Background 1853487  

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  0.0 Guide to the contents 0.0 Guide to the contents       1

        wiki_page 12964170 0

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• Context Module Sub Header

  0.1 Project Scoping       2

        context_module_sub_header 12964171 0

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  0.1.1 The evidence life-cycle 0.1.1 The evidence life-cycle       3

        wiki_page 12964172 0

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  0.1.2 The project use case 0.1.2 The project use case       4

        wiki_page 12964173 0

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  0.1.3 Work in teams 0.1.3 Work in teams       5

        wiki_page 12964174 0

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  0.1.4 Exercises_project scoping 0.1.4 Exercises_project scoping       6

        wiki_page 12964175 0

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  (Optional) 0.2 Legal Framework       7

        context_module_sub_header 12964176 0

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  0.2.1 Historical context 0.2.1 Historical context       8

        wiki_page 12964177 0

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  0.2.2 Risk-utility framework 0.2.2 Risk-utility framework       9

        wiki_page 12964178 0

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  0.2.3 Current legal framework 0.2.3 Current legal framework       10

        wiki_page 12964179 0

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• Page

  0.2.4 The five safes framework 0.2.4 The five safes framework       11

        wiki_page 12964180 0

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• Page

  0.2.5 How synthetic data fits in 0.2.5 How synthetic data fits in       12

        wiki_page 12964181 0

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  (Optional) 0.3 Suggested Python Videos       14

        context_module_sub_header 12964183 0

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• Page

  0.3.1 Python installation 0.3.1 Python installation       15

        wiki_page 12964184 0

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• Page

  0.3.2 Navigating Jupyter Notebook 0.3.2 Navigating Jupyter Notebook       16

        wiki_page 12964185 0

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• Page

  0.3.3 Basic Python function videos 0.3.3 Basic Python function videos       17

        wiki_page 12964186 0

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• Context Module Sub Header

  (Optional) 0.4 Review SQL Videos       18

        context_module_sub_header 12964187 0

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• Page

  0.4.1 SQL videos 0.4.1 SQL videos       19

        wiki_page 12964188 0

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Week 1: Data Management

Week 1: Data Management Week 1: Data Management

Prerequisites:

Module Completed Module In Progress Module Locked

Week 1: Data Management 1853488  

• Page

  1.1 Understanding how to think about data 1.1 Understanding how to think about data       1

        wiki_page 12964189 0

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• Page

  1.2 Education to workforce 1.2 Education to workforce       2

        wiki_page 12964190 0

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  1.3 Data management 1.3 Data management       3

        wiki_page 12964191 0

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  1.4 Fixing ideas in the education-workforce use case 1.4 Fixing ideas in the education-workforce use case       4

        wiki_page 12964192 0

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  1.5 Data protection 1.5 Data protection       5

        wiki_page 12964193 0

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• Page

  1.6 Five things to keep in mind about the synthetic Syntucky data 1.6 Five things to keep in mind about the synthetic Syntucky data       6

        wiki_page 12964194 0

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• Page

  1.7 Exercises_data management 1.7 Exercises_data management       7

        wiki_page 12964195 0

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• Attachment

  1.8 Data Literacy and Evidence Building Training Template Week 1.docx 1.8 Data Literacy and Evidence Building Training Template Week 1.docx       8

        attachment 12964196 0

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Week 2: Data Linkage

Week 2: Data Linkage Week 2: Data Linkage

Prerequisites:

Module Completed Module In Progress Module Locked

Week 2: Data Linkage 1853489  

• Page

  2.1 Data linkage is how private sector data companies make money 2.1 Data linkage is how private sector data companies make money       1

        wiki_page 12964197 0

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  2.2 Data linkage is critical for evidence building 2.2 Data linkage is critical for evidence building       2

        wiki_page 12964198 0

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  2.3 Understanding the problem 2.3 Understanding the problem       3

        wiki_page 12964199 0

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  2.4 Setting the stage: Basics (and importance) of preprocessing 2.4 Setting the stage: Basics (and importance) of preprocessing       4

        wiki_page 12964200 0

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• Page

  2.5 How linkage works: rules, people, and computers 2.5 How linkage works: rules, people, and computers       5

        wiki_page 12964201 0

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  2.6 What can go wrong? 2.6 What can go wrong?       6

        wiki_page 12964202 0

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  2.7 Food for thought 2.7 Food for thought       7

        wiki_page 12964203 0

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• Attachment

  2.8 Data Literacy and Evidence Building Training Template Week 2.docx 2.8 Data Literacy and Evidence Building Training Template Week 2.docx       8

        attachment 12964204 0

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Week 3: Measurement

Week 3: Measurement Week 3: Measurement

Prerequisites:

Module Completed Module In Progress Module Locked

Week 3: Measurement 1853490  

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  3.1 Mapping policy concepts to measures 3.1 Mapping policy concepts to measures       1

        wiki_page 12964205 0

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  3.2 Why does measurement matter? 3.2 Why does measurement matter?       2

        wiki_page 12964206 0

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  3.3 Defining the target concept: What is being measured 3.3 Defining the target concept: What is being measured       3

        wiki_page 12964207 0

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  3.4 Measuring quality 3.4 Measuring quality       4

        wiki_page 12964208 0

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  3.5 Measurement error 3.5 Measurement error       5

        wiki_page 12964209 0

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  3.6 Missingness 3.6 Missingness       6

        wiki_page 12964210 0

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  3.7 Data quality challenges 3.7 Data quality challenges       7

        wiki_page 12964211 0

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• Page

  3.8 Food for thought 3.8 Food for thought       8

        wiki_page 12964212 0

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   Score at least  % Must score at least  % to complete this module item Scored at least  % Module item has been completed by scoring at least  % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
• External Url

  3.9 Week 3 pre-class survey 3.9 Week 3 pre-class survey       9

        external_url 12964213 0

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   Score at least  % Must score at least  % to complete this module item Scored at least  % Module item has been completed by scoring at least  % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
• Attachment

  3.10 Data Literacy and Evidence Building Training Template Week 3.docx 3.10 Data Literacy and Evidence Building Training Template Week 3.docx       10

        attachment 12964214 0

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   Score at least  % Must score at least  % to complete this module item Scored at least  % Module item has been completed by scoring at least  % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

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Week 4: Visualization

Week 4: Visualization Week 4: Visualization

Prerequisites:

Module Completed Module In Progress Module Locked

Week 4: Visualization 1853491  

• Page

  4.1 Keep the visualization simple 4.1 Keep the visualization simple       1

        wiki_page 12964215 0

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• Page

  4.2 Communicate the message 4.2 Communicate the message       2

        wiki_page 12964216 0

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   Score at least  % Must score at least  % to complete this module item Scored at least  % Module item has been completed by scoring at least  % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
• Page

  4.3 Visualization basics 4.3 Visualization basics       3

        wiki_page 12964217 0

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• Page

  4.4 Visualization failure 4.4 Visualization failure       4

        wiki_page 12964218 0

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   Score at least  % Must score at least  % to complete this module item Scored at least  % Module item has been completed by scoring at least  % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
• External Url

  4.5 Week 4 pre-class survey 4.5 Week 4 pre-class survey       5

        external_url 12964219 0

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   Score at least  % Must score at least  % to complete this module item Scored at least  % Module item has been completed by scoring at least  % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
• Attachment

  4.6 Data Literacy and Evidence Building Training Template Week 4.docx 4.6 Data Literacy and Evidence Building Training Template Week 4.docx       6

        attachment 12964220 0

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Week 5: Analytics

Week 5: Analytics Week 5: Analytics

Prerequisites:

Module Completed Module In Progress Module Locked

Week 5: Analytics 1853492  

• Page

  5.1 Scoping the project 5.1 Scoping the project       1

        wiki_page 12964221 0

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• Page

  5.2 Knowing the population 5.2 Knowing the population       2

        wiki_page 12964222 0

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• Page

  5.3 What will be changed 5.3 What will be changed       3

        wiki_page 12964223 0

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• Page

  5.4 Machine learning 5.4 Machine learning       4

        wiki_page 12964224 0

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   Score at least  % Must score at least  % to complete this module item Scored at least  % Module item has been completed by scoring at least  % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
• Page

  5.5 Basics of evaluation 5.5 Basics of evaluation       5

        wiki_page 12964225 0

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• Page

  5.6 What to watch out for 5.6 What to watch out for       6

        wiki_page 12964226 0

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   Score at least  % Must score at least  % to complete this module item Scored at least  % Module item has been completed by scoring at least  % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
• Page

  5.7 Food for thought 5.7 Food for thought       7

        wiki_page 12964227 0

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   Score at least  % Must score at least  % to complete this module item Scored at least  % Module item has been completed by scoring at least  % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
• External Url

  5.8 Week 5 pre-class survey 5.8 Week 5 pre-class survey       8

        external_url 12964228 0

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   Score at least  % Must score at least  % to complete this module item Scored at least  % Module item has been completed by scoring at least  % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
• Attachment

  5.9 Data Literacy and Evidence Building Training Template_Week_5.docx 5.9 Data Literacy and Evidence Building Training Template_Week_5.docx       9

        attachment 12964229 0

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   Score at least  % Must score at least  % to complete this module item Scored at least  % Module item has been completed by scoring at least  % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

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Week 6: Inference

Week 6: Inference Week 6: Inference

Prerequisites:

Module Completed Module In Progress Module Locked

Week 6: Inference 1853493  

• Page

  6.1 Inference and evidence-based policy 6.1 Inference and evidence-based policy       1

        wiki_page 12964230 0

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   Score at least  % Must score at least  % to complete this module item Scored at least  % Module item has been completed by scoring at least  % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
• Page

  6.2 Inference and the data generating process 6.2 Inference and the data generating process       2

        wiki_page 12964231 0

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   Score at least  % Must score at least  % to complete this module item Scored at least  % Module item has been completed by scoring at least  % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
• Page

  6.3 Missing data for population sub-groups 6.3 Missing data for population sub-groups       3

        wiki_page 12964232 0

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   Score at least  % Must score at least  % to complete this module item Scored at least  % Module item has been completed by scoring at least  % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
• External Url

  6.4 Week 6 pre-class survey 6.4 Week 6 pre-class survey       4

        external_url 12964233 0

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   Score at least  % Must score at least  % to complete this module item Scored at least  % Module item has been completed by scoring at least  % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
• Attachment

  6.5 Data Literacy and Evidence Building Training Template Week 6.docx 6.5 Data Literacy and Evidence Building Training Template Week 6.docx       5

        attachment 12964234 0

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   Score at least  % Must score at least  % to complete this module item Scored at least  % Module item has been completed by scoring at least  % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

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Week 7: Bias and Ethics

Week 7: Bias and Ethics Week 7: Bias and Ethics

Prerequisites:

Module Completed Module In Progress Module Locked

Week 7: Bias and Ethics 1853494  

• Page

  7.1 The role of objectives and measures 7.1 The role of objectives and measures       1

        wiki_page 12964235 0

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• Page

  7.2 Bias and data ethics in practice 7.2 Bias and data ethics in practice       2

        wiki_page 12964236 0

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• Page

  7.3 Ethical frameworks for evidence-based policy-making 7.3 Ethical frameworks for evidence-based policy-making       3

        wiki_page 12964237 0

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   Score at least  % Must score at least  % to complete this module item Scored at least  % Module item has been completed by scoring at least  % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
• Page

  7.4 Balancing risk and utility 7.4 Balancing risk and utility       4

        wiki_page 12964238 0

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   Score at least  % Must score at least  % to complete this module item Scored at least  % Module item has been completed by scoring at least  % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
• Page

  7.5 Introduce a practical tool-kit for evaluating bias and fairness 7.5 Introduce a practical tool-kit for evaluating bias and fairness       5

        wiki_page 12964239 0

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   Score at least  % Must score at least  % to complete this module item Scored at least  % Module item has been completed by scoring at least  % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
• Page

  7.6 Food for thought 7.6 Food for thought       6

        wiki_page 12964240 0

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• External Url

  7.7 Week 7 pre-class survey 7.7 Week 7 pre-class survey       7

        external_url 12964241 0

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   Score at least  % Must score at least  % to complete this module item Scored at least  % Module item has been completed by scoring at least  % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
• Attachment

  7.8 Data Literacy and Evidence Building Training Template_week_7.docx 7.8 Data Literacy and Evidence Building Training Template_week_7.docx       8

        attachment 12964242 0

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Appendix

Appendix Appendix

Prerequisites:

Module Completed Module In Progress Module Locked

Appendix 1853495  

• Context Module Sub Header

  Jupyter Notebooks       1

        context_module_sub_header 12964243 0

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• Page

  Summary of notebooks Summary of notebooks       2

        wiki_page 12964244 0

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• Context Module Sub Header

  Readings       3

        context_module_sub_header 12964245 0

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• Page

  Readings_Project Scoping Readings_Project Scoping       4

        wiki_page 12964246 0

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• Page

  Readings_Legal Framework Readings_Legal Framework       5

        wiki_page 12964247 0

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   Score at least  % Must score at least  % to complete this module item Scored at least  % Module item has been completed by scoring at least  % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
• Page

  Readings_Data Management Readings_Data Management       6

        wiki_page 12964248 0

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   Score at least  % Must score at least  % to complete this module item Scored at least  % Module item has been completed by scoring at least  % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
• Page

  Readings_Data Linkage Readings_Data Linkage       7

        wiki_page 12964249 0

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   Score at least  % Must score at least  % to complete this module item Scored at least  % Module item has been completed by scoring at least  % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
• Page

  Readings_Measurement Readings_Measurement       8

        wiki_page 12964250 0

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   Score at least  % Must score at least  % to complete this module item Scored at least  % Module item has been completed by scoring at least  % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
• Page

  Readings_Visualization Readings_Visualization       9

        wiki_page 12964251 0

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   Score at least  % Must score at least  % to complete this module item Scored at least  % Module item has been completed by scoring at least  % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
• Page

  Readings_Analytics Readings_Analytics       10

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  Readings_Inference Readings_Inference       11

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  Readings_Bias and ethics Readings_Bias and ethics       12

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  Documentation for the Syntucky data       13

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  FAQs for synthetic data FAQs for synthetic data       14

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  Syntucky user guide Syntucky user guide       15

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  Constructed-data-codebook.xlsx Constructed-data-codebook.xlsx       16

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  ky-adrf-data-dictionary.xlsx ky-adrf-data-dictionary.xlsx       17

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  synthetic_data_aggregated_summary_table.xlsx synthetic_data_aggregated_summary_table.xlsx       18

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  real_data_aggregated_summary_table.xlsx real_data_aggregated_summary_table.xlsx       19

        attachment 12964261 0

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  Appendix       47

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  Appendix: Definitions for Data Management Appendix: Definitions for Data Management       48

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  Opinion _ People Don’t Want to Be Teachers Anymore. Can You Blame Them_ - The New York Times.pdf Opinion _ People Don’t Want to Be Teachers Anymore. Can You Blame Them_ - The New York Times.pdf       49

        attachment 12964291 0

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  [ Select Module ] Week 0: Background Week 1: Data Management Week 2: Data Linkage Week 3: Measurement Week 4: Visualization Week 5: Analytics Week 6: Inference Week 7: Bias and Ethics Appendix

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