Empirical Evidence, Policy Misalignment, and the Political Economy of Perception
- Apr 29
- 9 min read
Updated: May 5
Written by Sajdah Wendy Muhammad, Business Advisor
Wendy is a multi-million-dollar business and real estate developer, global thought leader, crisis manager, emotional intelligence coach, and award-winning urban historic preservationist. An international entrepreneur, she has pioneered innovative healthcare business models and founded the Mind of an Entrepreneur® brand to empower marginalized communities through wealth-building, business ownership, and sustainable community development.
The political economy of perception refers to the way narratives, beliefs, and public impressions shape economic policy just as powerfully as data itself. In this framework, policy is not always driven by measurable outcomes but by what stakeholders are led to believe about who benefits, who loses, and where imbalance exists. When perception diverges from empirical reality, it can redirect legislative attention toward correcting imagined distortions while leaving actual structural disparities unaddressed. Over time, these misaligned perceptions become embedded in institutional decision-making, influencing funding priorities, regulatory actions, and enforcement strategies. The result is a cycle in which narrative reinforces policy, and policy reinforces narrative, often to the detriment of accurate analysis and equitable economic participation.
The contemporary debate surrounding diversity, equity, and inclusion (DEI) has moved beyond institutional practice into the center of federal policy and national discourse. Once understood as a framework for expanding access and correcting measurable disparities, DEI is now increasingly framed as a mechanism that undermines merit, introduces inefficiency, and creates unlawful discrimination. This shift is codified in the March 26, 2026, Executive Order, "Addressing DEI Discrimination by Federal Contractors," which asserts that DEI activities impose artificial costs and reduce economic efficiency.[1]
At the center of this policy framing lies a widely accepted assumption, that DEI initiatives have produced disproportionate advantage for Black Americans. This assumption has shaped public perception and is now influencing federal action. However, when examined through empirical data, this claim does not withstand scrutiny. The evidence reveals a different reality, one defined not by overrepresentation, but by persistent underrepresentation.
“The data does not show overrepresentation, it reveals persistent underrepresentation.”
Federal contracting and the distribution of opportunity
Federal procurement remains one of the most powerful mechanisms through which economic opportunity is distributed. In fiscal year 2024, the federal government awarded approximately $183 billion in contracts to small businesses, representing 28.8 percent of total contracting dollars.[2] While this figure is often cited as evidence of inclusive procurement, distribution patterns tell a more precise story. Black-owned businesses received approximately 1.54 percent of small-business-eligible federal contracting dollars.[3]
This figure stands in stark contrast to demographic benchmarks, as Black Americans comprise roughly 13 to 14 percent of the U.S. population.[4] Rather than demonstrating preferential access, the data reflects a significant participation gap within one of the largest procurement systems in the world.
“DEI has been framed as preference, but the data reflects limited access.”
From a policy standpoint, this disparity suggests that the issue is not one of overcorrection, but of incomplete integration into federal contracting pipelines. Structural barriers, such as capital constraints, bonding requirements, and restricted access to established networks, continue to shape participation outcomes.
Business ownership and structural economic disparities
The broader economic landscape reinforces these findings. According to the U.S. Census Bureau’s 2025 Annual Business Survey, Black-owned employer firms account for approximately 3.4 percent of all employer businesses, generating $249 billion in receipts.[5]
In contrast, white-owned firms represent over 80 percent of employer businesses and generate approximately $17 trillion in receipts, while Asian-owned firms account for 11.5 percent of employer businesses and $1.2 trillion in receipts.[6]
These disparities are not incidental. They reflect longstanding structural conditions, including differential access to credit, historical exclusion from asset accumulation, and uneven participation in high-growth sectors.
“Policy built on perception rather than evidence risks reinforcing the very disparities it seeks to resolve.”
The persistence of these gaps indicates that DEI initiatives, as currently implemented, have not produced disproportionate economic advantage for Black businesses. Instead, they operate within systems that continue to yield unequal outcomes.
Corporate workforce outcomes
Corporate employment data further complicates the prevailing narrative. Despite widespread adoption of DEI programs, advancement outcomes remain uneven across demographic groups. According to McKinsey & Company’s 2024 Women in the Workplace report, for every 100 men promoted to management roles, only 54 Black women are promoted, compared to 89 white women and 99 Asian women. [7]
Additional research from the U.S. Equal Employment Opportunity Commission indicates that Black professionals remain underrepresented in high-technology sectors and executive leadership positions, with minimal progress over time. [8]
“The central question is not whether fairness matters, but whether fairness is being measured accurately.”
These findings suggest that while DEI initiatives may increase awareness and representation at entry levels, they have not fundamentally altered advancement trajectories for Black professionals.
Policy analysis: The executive order and its assumptions
The 2026 Executive Order defines “racially discriminatory DEI activities” as disparate treatment based on race or ethnicity in employment, contracting, or program participation. ¹ It further asserts that such practices undermine efficiency and limit the available labor pool.
A careful examination of these claims reveals a misalignment between policy assumptions and empirical evidence.
First, the assertion that DEI produces widespread racial preference is not supported by contracting or workforce data. Black-owned businesses and Black professionals remain underrepresented across key economic indicators.
Second, the claim that DEI reduces efficiency lacks empirical grounding. Research in organizational performance suggests that expanding participation can enhance competition, innovation, and problem-solving capacity.
Third, the characterization of DEI as limiting the labor pool overlooks the nature of many equity-oriented initiatives, which are designed to expand recruitment, training, and supplier participation.
“Expanding access is not the same as restricting opportunity, it is the foundation of a competitive marketplace.”
Finally, the policy does not adequately distinguish between unlawful discrimination and lawful efforts to address barriers to participation. This lack of clarity risks discouraging practices that are both legally permissible and economically beneficial. A more precise framework would recognize that there is a meaningful difference between exclusionary preference and inclusive access.
Programs designed to expand opportunity, such as supplier outreach, workforce training, mentorship pipelines, and technical assistance, do not allocate advantage based on race, they work to ensure that qualified participants are able to compete within systems that have historically limited entry. When these efforts are broadly categorized as discriminatory, organizations may withdraw from them altogether, not because they are unlawful, but because the risk of regulatory scrutiny, contractual penalties, or reputational exposure outweighs the perceived benefit. Over time, the effect of this is one that narrows participation, reduces competition, and reinforces existing barriers rather than removing them. The result is not a more neutral or efficient marketplace, but a more restricted one, where access is implicitly governed by legacy structures rather than open, competitive opportunity.
The political economy of perception
Beyond its economic implications, the framing of DEI reflects a broader dynamic in the political economy of perception. Narratives about who benefits from policy interventions shape both public opinion and legislative action.
The portrayal of Black Americans as primary beneficiaries of DEI contributes to a perception of disproportionate advantage, despite evidence to the contrary. This perception can drive policy responses that address perceived inequities rather than measurable disparities.
“When perception replaces data, policy begins to solve the wrong problem.”
Such misalignment diverts attention from structural barriers that continue to limit participation, including capital access, network inclusion, and institutional practices that shape opportunity distribution. These are operational barriers. Capital access, for example, is governed by underwriting standards, collateral requirements, credit histories, real estate valuations, and relationship-based lending practices that often disadvantage first-generation or historically excluded entrepreneurs. Even when formal discrimination is absent, these mechanisms can produce uneven outcomes by design, concentrating opportunity among those already positioned within established financial ecosystems.
Network inclusion functions in a similar way. Much of business development, particularly in government contracting and corporate procurement, relies on relationships, referrals, and prior performance within closed or semi-closed circles. Entry into these networks is rarely determined by qualification alone, it is mediated by visibility, proximity, and trust built over time. When certain groups have been historically excluded from these networks, the absence of intentional pathways into them effectively preserves the status quo, regardless of formal policy commitments to openness.
Institutional practices further reinforce these dynamics. Procurement thresholds, bonding requirements, scale expectations, and compliance structures can inadvertently favor larger, well-capitalized firms with established track records, limiting the ability of smaller or emerging businesses to compete. In employment, similar patterns appear in recruitment pipelines, credential preferences, and promotion criteria that privilege continuity over access. These systems are often perceived as neutral because they are standardized, yet their outcomes reveal patterned disparities.
When policy discourse centers on perceived overcorrection rather than these underlying mechanisms, it shifts attention away from the points where intervention is most needed. The result is a misdiagnosis of the problem, instead of addressing how opportunity is structured and distributed, policy risks focusing on whether efforts to broaden access are themselves problematic.
A more effective approach would interrogate how capital flows, how networks are formed and accessed, and how institutional criteria shape participation, ensuring that the architecture of opportunity reflects both fairness and economic efficiency.
Conclusion
The evolution of DEI policy underscores the importance of aligning public discourse with empirical evidence. While the principle of fairness remains central to federal contracting and employment policy, fairness must be defined through measurable outcomes rather than perception.
The data demonstrates that Black-owned businesses and Black professionals remain underrepresented in key areas of economic participation. These findings challenge the prevailing narrative of disproportionate advantage and instead point to the persistence of structural limitations.
“Clarity produces precision. Precision produces results. Policy must begin with truth.”
Effective policy requires discipline in both analysis and interpretation. Without that discipline, interventions risk reinforcing the very disparities they seek to eliminate.
A disciplined reading of the data points to a larger economic truth, the question before us is not simply one of fairness, but of national performance. In my book The Art and Science of Business, I advance the principle that business is both a structural science and a living system, one that either expands through inclusive productivity or contracts through exclusion. Closing the wealth gap is not a symbolic exercise, it is a measurable economic strategy. When capital is extended into historically constrained communities, it does not disappear, it circulates. It strengthens small business formation, stabilizes local markets, revitalizes declining industries, and ultimately contributes to gross domestic product through increased production, employment, and consumption. Economists have long demonstrated that narrowing racial wealth disparities could add trillions to the U.S. economy over time, not as a theoretical projection, but as a function of unlocking underutilized capacity.
Black Americans have not been peripheral to the American economy, they have been foundational to it. From agriculture to infrastructure, from industrial labor to cultural production, the historical record reflects a sustained contribution to the building of national wealth, often without proportional access to ownership or capital accumulation. The modern economy still bears the imprint of that imbalance. To ignore the productive potential of a population with a demonstrated history of resilience, innovation, and labor contribution is not only inequitable, it is economically inefficient.
Equally important is the inverse question that is rarely asked with precision, "What is the cost of exclusion?" Beyond the visible disparities lies an unmeasured but significant expenditure, capital spent on maintaining barriers, whether through litigation, compliance friction, gatekeeping mechanisms, restricted access to financing, or the systemic inefficiencies created by limited participation. These costs are absorbed across both public and private sectors, diminishing overall economic output.
A serious policy framework must begin to quantify not only what is gained through inclusion, but what is lost, and continually spent, through exclusion.
The future stability of the American economy will not be determined solely by innovation at the margins, but by how effectively it integrates the full productive capacity of its people. To infuse the productivity of Black businesses and professionals into the broader economic system is to expand the nation’s operating base. It is to convert unrealized potential into measurable growth. In this sense, closing the wealth gap becomes more than a moral imperative, it becomes a strategic buffer, capable of strengthening GDP, revitalizing sectors in decline, and providing resilience in periods of economic contraction.
The path forward requires clarity, discipline, and a willingness to measure what has long been assumed. When policy aligns with truth, the result is not only equity, it is endurance.
Read more from Sajdah Wendy Muhammad
Sajdah Wendy Muhammad, Business Advisor
Wendy Muhammad is a multi-million-dollar business developer, Author of the best-selling book, The Art and Science of Business, an Award-Winning Urban Historic Preservationist and Real Estate Developer, with more than $500 million in projects across healthcare, real estate, infrastructure, and community development. Muhammad is a leading voice in empowering entrepreneurs and building generational wealth. Her Mind of an Entrepreneur brand includes podcasts, workshops, and books that blend strategy, spirituality, and economic empowerment.
Footnotes:
[1] Executive Order, Addressing DEI Discrimination by Federal Contractors, March 26, 2026.
[2] U.S. Small Business Administration, FY2024 Small Business Procurement Scorecard, 2025.
[3] Reuters, analysis of SBA contracting data (2024–2025).
[4] U.S. Census Bureau, QuickFacts: United States, 2025.
[5] U.S. Census Bureau, Annual Business Survey, 2025.
[6] Ibid.
[7] McKinsey & Company, Women in the Workplace, 2024.
[8] U.S. Equal Employment Opportunity Commission, Diversity in High Tech Workforce Report, 2023.
[9] Art and Science of Business, Sajdah Wendy Muhammad (Now available on Amazon).
