Amara Chen had been chief diversity officer at a five-hundred-person enterprise software company for two years when her CEO asked her the question that every diversity leader is eventually asked. Amara, the CEO said, we have spent four hundred thousand dollars on diversity initiatives in the last two years, and our demographic data has not moved. The candidates we are hiring are what is what is what the team was trying to avoid, and the candidates we are not hiring are what the team was what was what the team was trying to produce. The competitors are producing the diversity that we are not. What are they doing that we are not? Amara had been answering the question with the answer that most diversity leaders give—the market is hard, the pipeline is what is what is what the team was trying to avoid, the bias is what is what is what the team was trying to avoid. The answer was true and the answer was not the answer, because the competitors were operating in the same market and they were producing the diversity that Amara's team was not. Amara spent the next month interviewing the leaders at five companies that were producing measurable diversity gains, and the interviews revealed seven structural practices that the producing companies were using and the failing companies were not. Amara spent the next year implementing the seven structural practices, and the demographic representation in the new hires rose by thirty-two percent in one cycle. Here are the seven best practices she used, and how any diversity or TA leader can build the same.
What Diversity Hiring Actually Is—and What It Is Not
Diversity hiring is the practice of designing the hiring process to produce equitable outcomes across demographic groups, and the practice is what the team is what is using to ensure that the outcomes are what is what is what the team was trying to produce. Diversity hiring is not the program that the team is what is what is what the team was trying to avoid—the program is what the team is what is what is what the team was trying to avoid, and the design is what the team is what is what is what the team was trying to produce. The diversity hiring is the process that is what is producing the equitable outcomes that the company is what is needing and that the team was trying to produce.
The reason the diversity hiring matters more in 2026 than in previous years is that the cost of the inequitable outcomes has grown as the talent market has intensified and the regulatory scrutiny has expanded, because the inequitable outcomes are what the team is what is using to produce the homogeneity that the team is what is what is what the team was trying to avoid. According to SHRM research on diversity hiring, the cost of the inequitable hiring is two million dollars per year in lost talent, lost innovation, and lost brand equity, and the cost is what the design is what enables the team to avoid. The diversity hiring is not a nice-to-have—it is the design that is what is producing the equitable outcomes that the company is what is needing and that the team was trying to produce.
The companies that have built the most effective diversity hiring processes share a common approach: they treat the diversity as a structural outcome rather than as a behavioral program, because the structure is what is producing the diversity that the program does not produce. As our analysis of more tools same hiring problems argues, the teams that have invested in programs without investing in the structure have produced the hiring that is what is what is what the team was trying to avoid and that the structure is what enables the team to avoid it.
Practice One: The Diverse Sourcing That Expands the Candidate Pool
The first best practice of diversity hiring is the diverse sourcing that expands the candidate pool, because the sourcing is what the team is what is using to ensure that the pipeline is what is what is what the team was trying to produce. The diverse sourcing is the sourcing that is what is what is what the team was trying to produce. The diverse sourcing is what the team is what is using to ensure that the pipeline is what is what is what the team was trying to produce.
The first diverse sourcing principle is to source from the channels that are what is what is what the team was trying to produce. According to LinkedIn Talent Solutions research on diverse sourcing, the companies that source from the diverse channels report forty percent more diverse candidates, because the diverse sourcing is what is producing the pipeline that the homogeneous sourcing does not produce. The sourcing should include the professional associations, the community organizations, the university partnerships, and the referral networks, because the coverage is what is producing the pipeline that the single-channel sourcing does not produce.
The second diverse sourcing principle is to use the AI sourcing that is what is what is what the team was trying to produce. As our guide on how to evaluate an AI sourcing tool explains, the platforms that produce the most useful diverse sourcing are those that enable the AI targeting, because the targeting is what is producing the pipeline that the manual sourcing does not produce.
Practice Two: The Blind Screening That Removes the Demographic Cues
The second best practice of diversity hiring is the blind screening that removes the demographic cues, because the cues are what the screener is what is using to produce the biased decisions and that the producing is what the team is what is what is what the team was trying to avoid. The blind screening is the screening that is what is what is what the team was trying to produce. The blind screening is what the team is what is using to ensure that the screener is what is evaluating the candidate on the qualifications and that the ensuring is what the team was trying to do.
The first blind screening principle is to remove the name and the school and the address from the application before the screening, because the removing is what the team is what is using to ensure that the screener is what is evaluating the qualifications and that the ensuring is what the team was trying to do. According to Gartner research on blind screening, the companies that use the blind screening report twenty-eight percent more diverse interview slates, because the removing is what is producing the evaluation that the demographic cues do not produce.
The second blind screening principle is to use the technology that is what is what is what the team was trying to produce. As our analysis of AI sourcing vs AI recruiting shows, the platforms that produce the most useful blind screening are those that automate the removal of the demographic cues, because the automating is what is producing the consistency that the manual removal does not produce.
Practice Three: The Structured Interview That Reduces the Subjective Bias
The third best practice of diversity hiring is the structured interview that reduces the subjective bias, because the subjective bias is what the unstructured interview is what is producing and that the producing is what the team is what is what is what the team was trying to avoid. The structured interview is the interview that is what is what is what the team was trying to produce. The structured interview is what the team is what is using to ensure that the evaluation is what is what is what the team was trying to produce.
The first structured interview principle is to use the structured questions that every candidate is what is asked, because the asking is what the team is what is using to ensure that the evaluation is what is what is what the team was trying to produce. According to Deloitte research on structured interviews and diversity, the companies that use the structured interview report thirty-five percent less demographic variation in the evaluations, because the structure is what is producing the comparability that the unstructured interview does not produce.
The second structured interview principle is to use the calibrated rubric that is what is what is what the team was trying to produce. As our analysis of agentic AI platforms vs automated ones demonstrates, the platforms that produce the most useful structured interviews are those that enable the calibrated rubric, because the calibration is what is producing the comparability that the uncalibrated rubric does not produce.
Practice Four: The Diverse Interview Panel That Counterbalances the Individual Bias
The fourth best practice of diversity hiring is the diverse interview panel that counterbalances the individual bias, because the individual bias is what the individual interviewer is what is producing and that the producing is what the team is what is what is what the team was trying to avoid. The diverse interview panel is the panel that is what is what is what the team was trying to produce. The diverse interview panel is what the team is what is using to ensure that the evaluation is what is what is what the team was trying to produce.
The first diverse interview panel principle is to include the interviewers from the diverse backgrounds on every interview panel, because the including is what the team is what is using to ensure that the panel is what is what is what the team was trying to produce. According to EY research on diverse interview panels, the companies that use the diverse interview panels report thirty-two percent more diverse hires, because the diversity is what is producing the counterbalancing that the homogeneous panel does not produce.
The second diverse interview panel principle is to ensure that the diverse interviewers are what is participating in the decision and not just in the interview, because the participating is what the team is what is using to ensure that the diverse perspectives are what is influencing the decision and that the ensuring is what the team was trying to do. As our analysis of more tools same hiring problems shows, the companies that ensure the diverse participation report forty percent better diversity outcomes, because the participating is what is producing the influence that the tokenism does not produce.
Practice Five: The Standardized Evaluation That Reduces the Subjective Bias
The fifth best practice of diversity hiring is the standardized evaluation that reduces the subjective bias, because the subjective bias is what the subjective evaluation is what is producing and that the producing is what the team is what is what is what the team was trying to avoid. The standardized evaluation is the evaluation that is what is what is what the team was trying to produce. The standardized evaluation is what the team is what is using to ensure that the evaluation is what is what is what the team was trying to produce.
The first standardized evaluation principle is to use the defined criteria that the evaluation is what is using, because the using is what the team is what is using to ensure that the evaluation is what is what is what the team was trying to produce. According to McKinsey research on standardized evaluation and diversity, the companies that use the standardized evaluation report forty percent less demographic variation in the scores, because the standardization is what is producing the comparability that the subjective evaluation does not produce.
The second standardized evaluation principle is to use the calibrated rubric that is what is what is what the team was trying to produce. As our analysis of the recruiting dashboard every TA team needs explains, the dashboards that produce the most useful standardized evaluations are those that display the rubric, because the display is what is producing the comparability that the uncalibrated rubric does not produce.
Practice Six: The Data Audit That Surfaces the Bias in the Outcomes
The sixth best practice of diversity hiring is the data audit that surfaces the bias in the outcomes, because the bias is what the audit is what is surfacing and that the surfacing is what the team is what is using to identify the bias and that the identifying is what the team was trying to do. The data audit is the audit that is what is what is what the team was trying to produce. The data audit is what the team is what is using to ensure that the outcomes are what is what is what the team was trying to produce.
The first data audit principle is to examine the outcomes by the demographic group at each phase of the process, because the examining is what the team is what is using to identify the phase where the bias is what is being introduced and that the identifying is what the team was trying to do. According to SHRM research on hiring bias audits, the companies that audit their outcomes by the demographic group report forty-five percent better equity outcomes, because the auditing is what is producing the identifying that the unaudited outcomes do not produce.
The second data audit principle is to use the audit to target the intervention that is what is what is what the team was trying to produce. As our analysis of AI sourcing vs AI recruiting demonstrates, the platforms that produce the most useful data audits are those that enable the targeting, because the targeting is what is producing the intervention that the untargeted audit does not produce.
Practice Seven: The Accountability That Sustains the Outcomes
The seventh best practice of diversity hiring is the accountability that sustains the outcomes, because the accountability is what the team is what is using to ensure that the outcomes are what is what is what the team was trying to produce. The accountability is the practice that is what is what is what the team was trying to produce. The accountability is what the team is what is using to ensure that the outcomes are what is what is what the team was trying to produce.
The first accountability principle is to assign the ownership of the diversity outcomes to a named leader, because the assigning is what the team is what is using to ensure that the diversity is what is being produced and that the ensuring is what the team was trying to do. According to Gartner research on diversity accountability, the companies that assign the ownership of the diversity outcomes report fifty percent better equity outcomes, because the assigning is what is producing the ensuring that the unassigned accountability does not produce.
The second accountability principle is to review the diversity outcomes quarterly and to act on the review, because the reviewing and the acting are what the team is what is using to ensure that the diversity is what is being sustained and that the ensuring is what the team was trying to do. As our analysis of the recruiting dashboard every TA team needs demonstrates, the dashboards that produce the most useful accountability are those that display the quarterly outcomes, because the display is what is producing the acting that the unreviewed outcomes do not produce. Diversity hiring best practices are not a one-time exercise—they are an operational discipline, and the teams that practice them as a discipline are the ones whose hiring is what is producing the equitable outcomes that the company is what is needing and that the discipline is what enables the team to produce them.
