From tokenism to infrastructure. From representation to accountability. A three-part journey through designing DEI systems that create lasting change.
Early in my career, I learned that representation without infrastructure is just symbolism. I've spent the last decade building systems that turn visibility into access, and access into equity.
Through Token Career Paths, I coach professionals of color navigating corporate spaces—teaching them not just to survive, but to lead. Through my work at LinkedIn and Invoca, I've embedded those same principles into organizational design: creating pipelines, accountability structures, and cultural systems that make equity measurable and sustainable.
This isn't about checking boxes. It's about redesigning the boxes entirely.
The three-stage framework I use to transform representation into systems of opportunity—from coaching individual clients to redesigning organizational infrastructure.
Token Career Paths transforms individual experiences of tokenism into strategic career navigation, helping professionals of color build sustainable pathways to leadership.
In 2022, I joined LinkedIn's AI and Data Pod as a sourcing lead on a 6-month contract. My mission: increase representation in senior technical pipelines for Applied Scientists, Machine Learning Engineers, Technical Leads, and Staff+ Engineers.
The challenge wasn't a lack of talent—it was a lack of intentional infrastructure. Hiring teams relied heavily on elite universities and referral networks, creating a closed loop that excluded brilliant engineers from underrepresented backgrounds.
I built a diversity sourcing playbook that balanced excellence with access. The results spoke for themselves: we more than doubled our URP technical pipeline in six months.
The diversity sourcing playbook combined traditional tech pipelines with intentional URP ecosystem partnerships, creating a balanced approach to building diverse technical talent pools.
| Metric | Before | After | % Change |
|---|---|---|---|
| URP Technical Pipeline % | 14 | 31 | +121% |
| URP at Interview Stage % | 18 | 36 | +100% |
| Time to First Slate (days) | 28 | 22 | –22% |
| Offer Acceptance % | 80 | 88 | +8 pts |
The sourcing playbook more than doubled URP representation across all pipeline stages, demonstrating that intentional infrastructure creates measurable outcomes.
Over three years as Manager of Talent Acquisition & Diversity at Invoca, I transformed DEI from an initiative into infrastructure. When I arrived, ERG engagement was low, pay equity audits were inconsistent, and diversity metrics were siloed.
I didn't add more programs. I rebuilt systems: embedding DEI into performance reviews, compensation audits, ERG structures, and transparent reporting. The goal wasn't to announce new initiatives—it was to make equity measurable, sustainable, and integrated into how we operated as a company.
By March 2025, we achieved 45% underrepresented gender representation overall, 44% in new hires, and reduced our gender pay gap to under 2%. We earned recognition as a Forbes Best Place to Work for Parents for eight consecutive years. But more importantly, we built systems that outlast any individual leader.
March 2025 representation data shows consistent YoY progress across all employee segments, with particularly strong leadership representation at 52% underrepresented genders among managers.
| Focus Area | Initiative | Outcome |
|---|---|---|
| DEIB Transparency | Redesigned semi-annual DEIB Fireside Chat as public diversity audit | Established metrics visibility company-wide |
| ERG Infrastructure | Relaunched from 2 inactive groups → 6 active with stipends & exec sponsors | 47-point engagement increase (15% → 62%) |
| Pay Equity | Implemented semi-annual compensation parity audits | Gender pay gap reduced from 5% to ≤2% |
| Inclusion Measurement | Added inclusion questions to Peakon surveys | +12pts YoY improvement (now at 80, industry parity) |
| Performance Integration | Embedded diversity metrics into Lattice reviews | Leadership accountability established |
Structured compensation audits reduced gender pay variance from 5% to under 2% over three years, establishing consistent parity monitoring and remediation processes.
Invoca's geographic distribution spans 5 U.S. states plus Canada and the UK, with California as the primary hub representing 31% of total headcount.
Structured ERG relaunch with executive sponsorship, formal governance, and budget allocation drove engagement from 15% to 62% across six active employee resource groups.
The DEI flywheel demonstrates how systems, engagement, equity, and accountability create a self-reinforcing cycle that sustains progress beyond individual initiatives.
| Metric | Before | After | % Change |
|---|---|---|---|
| URP Technical Pipeline % | 14 | 31 | +121% |
| URP at Interview Stage % | 18 | 36 | +100% |
| Time to First Slate (days) | 28 | 22 | –22% |
| Offer Acceptance % | 80 | 88 | +8 pts |
| Metric | FY2023 | FY2024 | FY2025 |
|---|---|---|---|
| Under-Represented Genders % | 43 | 44 | 45 |
| URGs (All Employees) % | 26 | 28 | 29 |
| UR Genders (New Hires) % | 37 | 41 | 44 |
| Pay Equity Variance (Gender) | 5% | 3% | ≤2% |
| ERG Engagement % | 15 | 38 | 62 |
| Peakon Inclusion Index | 68 | 73 | 80 |
| Leadership UR % | 11 | 16 | 19 |
| Metric | Value |
|---|---|
| Clients Coached | 150+ |
| Signature Programs | 3 |
| Placement/Promotion Rate | 64% |
| Top Coaching Themes | Career confidence, systems fluency, representation in leadership |
Data Sources: All Invoca metrics sourced from DEIB Fireside Chat Semi-Annual Diversity Report (March 2025). LinkedIn metrics from 6-month performance report (FY2022). Token Career Paths data from coaching practice records (FY2022–FY2025).
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