ACKNOWLEDGMENTS xi
INTRODUCTION xiii
0 STEP 0: DEI Incentives--Self-Reflect and Introspect 1
Dimensions of Personal Transformation 2
What Are Your Personal DEI Incentives? 5
Crafting a Personal DEI Mission and Vision 7
Establishing Personal DEI Aims 8
Dimensions of Organizational Transformation 9
Dimensions of Personal and Organizational Transformation 12
What Are Your Organizational DEI Incentives? 14
Crafting an Organizational DEI Mission and Vision 15
Establishing Organizational DEI Aims 18
DEI Aims vs. DEI Objectives 18
Comprehensive Personal and Organizational DEI Assessment Framework 20
Entering the Five-Step Cycle of Data-Driven DEI 22
1 STEP 1: DEI Inventory for People--Seek Understanding 23
Personal DEI Assessment Framework 24
Understanding Preferences and Competences 25
Preferences 25
Competences 26
Preferences vs. Competences 27
Conducting a Personal DEI Assessment 27
Assessing Your Preferences 28
Assessing Your Competences 43
Assessing Your Preferences and Competences 52
A List of Personal DEI Assessment Tools 53
Choosing the Right Personal DEI Assessment Tool for You 64
Mitigating Data Bias--Part 1 70
Researcher Bias 71
Confirmation and Attribution Bias 72
1 STEP 1: DEI Inventory for Organizations--Seek Understanding 73
Organizational DEI Assessment Framework 74
Conducting an Organizational DEI Assessment 75
Phase 0: Inventory Preferences and Competences 79
Phase I: Administer DEI Culture and Climate Survey (Quantitative Data Collection) 80
A List of Organizational DEI Assessment Tools 84
Phase II-A: Perform DEI Human Resources (HR) Policies and Practices Assessment 96
Phase II-B: Perform DEI Benchmarking or Ranking 98
Phase III: Analyze DEI Quantitative Data 102
Phase IV: Conduct DEI Interviews and Focus Groups (Qualitative Data Collection) 106
Phase V: Analyze DEI Qualitative Data 121
Phase VI: Analyze DEI Mixed-Methods Integrated Data 124
Phase VII: Deliver DEI Assessment Report 129
Mitigating Data Bias--Part 2 131
Selection Bias 131
2 STEP 2: DEI Imperatives--Determine Priorities 133
DEI Objectives and Goals 134
Establishing DEI Objectives 136
Setting DEI Goals 141
3 STEP 3: DEI Insights--Identify "What Works" 159
What Are "What Works" Models? 160
"What Works" Models for People 161
"What Works" Models for Organizations 164
4 STEP 4: DEI Initiatives--Take Action 167
DEI Strategies and Measures 168
Personal DEI Strategy Framework 169
Developing a Personal DEI Preference and Competence Model 171
Designing a Personal DEI Learning Journey 175
The Five Dimensions of a Personal DEI Learning Journey 176
Examples of Personal DEI Strategies 177
The Crawl, Walk, Run Approach to a Personal DEI Learning Journey 179
Organizational DEI Strategy Framework 181
Examples of Organizational DEI Strategies 182
Determining DEI Strategies 189
Formatting Your DEI Strategy Statements 189
Examples of Personal DEI Strategies 189
Examples of Organizational DEI Strategies 190
Defining DEI Measures 194
Formatting Your DEI Measures Statements 194
Personal DEI Strategic Plan Example 195
Organizational DEI Strategic Plan Example 199
5 STEP 5: DEI Impact--Evaluate Results 205
DEI Data Reporting 206
DEI Scorecards 207
A Personal DEI Scorecard 208
An Organizational DEI Scorecard 212
DEI Dashboards 214
A Personal DEI Dashboard 214
An Organizational DEI Dashboard 215
Creating a DEI Scorecard or Dashboard 223
Visualizing Data 224
Decide What Story You Are Trying to Tell with the Data 224
Choose Your Mix of Quantitative and Qualitative Data Visualizations 225
Developing Effective DEI Scorecards and Dashboards 233
Choosing between DEI Scorecards and Dashboards 236
Determining DEI Impact 237
Collecting New Data 237
Evaluating Results 241
Generating Findings 246
The Power of DEI Storytelling 247
DEI Data Storytelling 248
Continuing the Five-Step Cycle of Data-Driven DEI 253
6 Conclusion: The Future of Data-Driven DEI 255
DEI and Equitable Analytics 256
Step 1: Determine the Focus of Analysis 257
Step 2: Build a Causal Logic Model 257
Step 3: Develop an Analytical Framework 258
Step 4: Conduct Precision Modeling 259
Step 5: Perform an Equity Assessment 260
Step 6: Produce Actionable Insights 262
DEI and Deep Learning 263
Large Language Models 264
Large Language Models and DEI 265
DEI and Transparency/Ubiquity 267
DEI Integrated Platforms 268
DEI and DNA 270
NOTES 271
ABOUT THE AUTHOR 277
INDEX 279
