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Most DEI programs run on activity, not outcomes. Pam Jeffords, Senior Partner at Sapient Insights Group, has spent twenty-five years arguing for the opposite on Reimagining Company Culture. Promote equity through end goals that move. Use research and data instead of aspiration. Hold the program accountable to outcomes the way every other strategic initiative gets held accountable.
Pam's research orientation comes from leading the DEI practice at a firm that publishes the most-cited HR systems research in the industry. The discipline is to start with the data on what produces equity outcomes and work backward to the program design. Most companies start with the program and search for data to support it. The reverse approach produces different results.
Why Most DEI Programs Underperform Their Investment
The pattern repeats across companies. The DEI program ramps up. Activity metrics climb. Three years in, retention by demographic has not moved, promotion by demographic has not moved, comp gaps remain. The program produced motion but not outcomes.
McKinsey research on diversity, equity, and inclusion consistently shows that companies with strong inclusion practices outperform peers on financial and social metrics. The strongest correlations come from operational embedding rather than program activity. The companies that have invested in the structural work see the outcomes.
Using Research and People-Related Facts
Pam's argument is that DEI programs need the same rigor as any other strategic investment. Define the outcome. Choose interventions backed by research. Measure the impact. Iterate. The companies that follow that discipline produce different results than the ones that run on intuition.
The discipline is operational. DEI programs that operate with research-grade rigor tend to compound. The standalone version dissolves under budget pressure.
What Are the Highest-Use DEI Interventions?
Structured hiring panels with documented rubrics. Calibration sessions with demographic analysis as a default. Comp-band reviews with equity audits. Sponsorship programs with measurable advancement goals. Each is research-backed; each produces measurable outcomes when consistently applied.
What Does "End Goals That Move" Mean in Practice?
Specific, time-bound goals tied to operational metrics. "Increase representation in director-and-above by five points within eighteen months" is an end goal. "Promote diversity" is not.
Patterns in Companies That Move the Numbers
Pam's research surfaces consistent patterns. Companies that move the equity numbers tend to have executive sponsorship that operates beyond the all-hands speech. They invest in the structural pieces (hiring rubrics, calibration audits, comp reviews) more than the visible programs (events, panels, statements). They report progress publicly. They tie outcomes to leadership accountability.
What Actually Works for Equity at Scale
Set the End Goals Specifically
Vague goals produce vague outcomes. The companies that hide behind aspiration tend to under-deliver. The ones that name the specific number produce different leadership behavior.
Embed the Interventions in Operating Cadence
Standalone programs underperform. Embedded interventions compound. The structural work is unglamorous and effective.
Report Progress on a Public Cadence
Public reporting produces different leadership behavior than private reporting. The accountability changes when the workforce can read the numbers.
Where Employee Relations Fits
ER is the function that catches what equity programs cannot prevent. A purpose-built case management platform handles the cases. Pattern data informs the equity strategy.
How AI Supports Equity Reporting
Vera, the AllVoices AI co-pilot, surfaces patterns across cases that human investigators would miss working case by case. The patterns inform the next quarter's equity priorities.
Frequently Asked Questions About Equity Programs
What is the difference between activity metrics and outcome metrics?
Activity metrics measure the program: events, training completion, ERG attendance. Outcome metrics measure the change: promotion rate by demographic, retention by demographic, comp equity. Activity metrics are easy. Outcome metrics are useful.
How do you handle a program that is producing activity but not outcomes?
Cut the activity that does not produce outcomes. Reinvest in the structural pieces. The companies that protect underperforming programs out of political concern usually under-deliver on the strategic outcome.
What is the role of sponsorship in equity programs?
Sponsorship is one of the highest-impact interventions for talent management available, especially for advancement. Mentors give advice; sponsors put their reputation on the line. The companies that distinguish the two and invest in sponsorship see different promotion rates.
How do you build the business case for an equity program?
Tie outcomes to retention, recruiting cost, talent pipeline, and operating risk. The values case is true and incomplete; the operational case wins funding.
What is the right reporting cadence for equity progress?
Quarterly internally, annually externally for most companies. The cadence creates the accountability.
How Sapient Insights Research Shapes Equity Decisions Across Companies
The research-driven approach produces different decision-making than intuition-driven approaches. Sapient's HR systems research consistently surfaces the highest-impact interventions: structured hiring panels, calibration audits, comp reviews, and sponsorship programs tied to advancement metrics. The companies that adopt the research-backed interventions produce different equity outcomes than the ones that improvise.
The discipline also matters for budget defense. Equity programs that report on outcomes survive tough quarters. Equity programs that report on activity often do not. The research-grade approach gives the equity function the data infrastructure required to defend the work in operational terms rather than aspirational ones. Structured interviews are a small but representative example: research-backed, easy to adopt, and consistently underused.
The Bottom Line for HR Leaders
Pam's research-driven framing of equity is the right altitude. Companies that produce equity outcomes do so by treating the work with the same rigor they apply to any other strategic initiative. End goals, research-backed interventions, public reporting, and accountability tied to leadership.
EEOC data on workplace sexual harassment continues to show that the formal cases visible to most companies are a fraction of what is happening. The equity program that operates without an embedded ER infrastructure misses the patterns that matter.
The research-driven equity work also reframes the conversation about ROI. Pam's argument is that equity programs do not need a special ROI methodology; they need the same operational rigor as any other strategic initiative. Define the outcome, choose the intervention based on evidence, measure the impact. The companies that have done this find the equity case is straightforward to make. The companies that improvise tend to struggle to defend the work in budget conversations.
Sapient's research also surfaces consistent patterns in what does not work. Single-event diversity training without follow-through does not move outcomes. Statements without structural change do not move outcomes. ERG programs without funded leadership do not move outcomes. The list of common interventions that fail is longer than most leaders realize. Unconscious bias training in isolation is one of the most studied and least effective interventions when not paired with structural change.
The compounding effect of these operational disciplines shows up in the data over multi-year horizons. Companies that have built the infrastructure tend to see improving retention, faster issue resolution, and steadier engagement scores year over year. The investment is operational rather than dramatic, but the cumulative outcome is significant for any people team measuring real business impact.
The pattern holds across mid-market and enterprise contexts. Mid-market companies that adopt the operational disciplines early build a structural advantage that scales with them. Enterprise companies that retrofit the disciplines into existing operating models see the benefits more slowly but consistently. Either way, the work is operational rather than aspirational, and the leaders who treat it that way produce the outcomes the strategy promised.
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