Tempris KNIT report
Client report

KNIT

Workforce analysis. Responsible AI and DEI capability across two leadership roles.

Prepared by Tempris
Roles covered Head of DEI · Head of Responsible AI
Preface

About Tempris

Responsible AI adoption is an urgent societal and economic imperative. Firms often do not know where to start.

Tempris exists to create targeted action that grows the business while future-proofing the workforce. We work role by role, task by task, with the people who do the work — building the case for change on observed practice rather than category-level forecast.

Preface

The workplace is changing faster than businesses can react.

Six pressures that surface in nearly every engagement.

AI disruption is unclear
Options are exploding
Talent perception is biased
Transformation is daunting
Work itself is changing
Time is being wasted
Head of DEI

Role baseline

Task breakdown of the role today. Treemap proportions reflect time share; subtasks within each task sum to 100%.

Task Breakdown

Develop D&I strategy
15.0%
Conduct needs assessment
25.0%
Set strategic objectives
25.0%
Develop action plan
30.0%
Engage stakeholders
10.0%
Monitor and evaluate progress
10.0%
Advise executive leadership
10.0%
Review D&I priorities
25.0%
Assess regulatory requirements
25.0%
Identify potential risks
25.0%
Prepare advisory report
25.0%
Lead D&I initiatives
10.0%
Assess current diversity
25.0%
Develop action plan
30.0%
Engage stakeholders
20.0%
Implement training programs
15.0%
Monitor progress
10.0%
Analyze D&I data
10.0%
Collect D&I metrics
25.0%
Evaluate data trends
35.0%
Identify performance gaps
25.0%
Develop actionable insights
15.0%
Collaborate with HR and stakeholders
10.0%
Identify key stakeholders
25.0%
Attend meetings
25.0%
Develop collaboration strategy
30.0%
Share best practices
20.0%
Drive cultural change
10.0%
Develop campaign strategy
25.0%
Design leadership training
30.0%
Launch awareness campaigns
25.0%
Measure impact
20.0%
Oversee employee resource groups
10.0%
Establish ERG objectives
25.0%
Facilitate ERG meetings
30.0%
Provide resources and support
20.0%
Monitor ERG performance
15.0%
Communicate successes
10.0%
Manage external partnerships
10.0%
Identify potential partners
25.0%
Initiate contact
20.0%
Develop partnership strategies
30.0%
Monitor partnership performance
15.0%
Facilitate communication
10.0%
Ensure compliance with legislation
10.0%
Review legislation
25.0%
Assess current practices
30.0%
Develop compliance checklist
20.0%
Train staff
15.0%
Monitor compliance
10.0%
Promote continuous improvement
5.0%
Research best practices
30.0%
Analyze market insights
30.0%
Develop integration plan
20.0%
Implement improvements
20.0%
Head of DEI

Time-saving opportunity

Per-subtask automation potential, segmented by AI capability type. Toggle between segmented view and total to see aggregate role-level savings.

Top 5 time-saving opportunities

Cumulative Time saving opportunity from capability mix.

Prepare advisory report
Advise executive leadership
51.7%
Evaluate data trends
Analyze D&I data
51.7%
Develop D&I Approach
Develop D&I strategy
43.3%
Design implementation approach
Lead D&I initiatives
41.7%
Conduct needs assessment
Develop D&I strategy
31.7%
Generation & Transformation
Knowledge & Reasoning
Perception & Ingestion
Tool Use & Integration
Head of DEI

Realising opportunities

Use cases mapped to the highest-leverage tasks, with step-by-step workflows and example prompts ready for the role-holder to adopt.

Open the five use cases — task, workflow steps, prompts

Converting a high-level D&I strategy into an actionable delivery plan

Task
Develop D&I strategy
Create and implement a comprehensive, multi-year Diversity & Inclusion strategy that aligns with the organization's values and business objectives.
Subtask
Develop action plan
Create a detailed plan outlining specific initiatives, timelines, and responsible parties for implementing the D&I strategy.
Workflow
01Assemble the core strategic materials that reflect leadership intent and organisational priorities.
  • Current D&I strategy or vision statement
  • Business priorities for the next 1-3 years
  • Known representation gaps or risk areas
  • Any regulatory, investor, or public commitments
02Use LLM to structure and clarify the strategic intent.
Prompt
Below is our current D&I strategy, business priorities and known risk areas. Please summarise the core objectives, constraints and success criteria in a clear, structured way that could be used as the basis for building an implementation plan.

{PASTE D&I STRATEGY}

{PASTE BUSINESS PRIORITIES}

{PASTE RISK AREAS}
03Review and adjust the structured interpretation.
  • Check that the priorities reflect how leadership actually thinks about D&I
  • Clarify anything that is politically sensitive, underweighted or missing
04Use LLM to draft a first-cut implementation plan.
Prompt
Using the agreed objectives and constraints above, draft a D&I action plan that includes:
- Priority initiatives
- Indicative timelines
- Accountable owners
- Suggested success measures
05Refine and pressure-test the plan for delivery.
Prompt
Rework this plan for a 12-month delivery horizon. Highlight the highest-impact initiatives, major delivery risks, and any areas where leadership judgement or trade-offs will be required.
06Review, adjust and convert into final planning and presentation formats.
  • Apply senior judgement to validate priorities, scope and sequencing
  • Edit into formal plans, board decks or operating documents

Turning complex D&I data into leadership-ready insight

Task
Analyze D&I data
Utilize data and metrics to assess progress, identify gaps, and deliver actionable insights for continuous improvement.
Subtask
Evaluate data trends
Analyze the collected metrics to identify trends and patterns in diversity and inclusion efforts.
Workflow
01Collect the latest D&I metrics and data extracts.
  • Workforce representation tables
  • Hiring, promotion and attrition data
  • Previous period benchmarks
02Use LLM to analyse and interpret the data.
Prompt
Below are our latest D&I metrics. Please identify the most important trends, changes and potential risk areas, and explain what is driving them.

{PASTE DATA TABLES OR EXPORTS}
03Review and sense-check the interpretation.
  • Confirm trends align with organisational reality
  • Flag any misinterpretation or missing context
04Use LLM to translate the analysis into executive insight.
Prompt
Summarise these trends into five clear insights suitable for an executive committee, focusing on progress, risks and priority areas.
05Review and package the insights.
  • Refine language and emphasis
  • Insert into leadership or board materials

Creating an executive-ready D&I briefing from multiple inputs

Task
Advise executive leadership
Provide guidance and insights to executive leaders and HR teams on D&I priorities, risks, and regulatory requirements.
Subtask
Prepare advisory report
Create a comprehensive report summarizing findings, recommendations, and insights for executive leadership.
Workflow
01Assemble the inputs that leadership needs to see.
  • Latest D&I metrics and trends
  • Current strategy and initiatives
  • Known risks or regulatory issues
02Use LLM to draft a leadership briefing.
Prompt
Using the information below, draft a concise executive briefing covering current state, key risks, progress against goals and recommended actions.

{PASTE INPUT MATERIALS}
03Review and refine the narrative.
  • Adjust tone and emphasis for your leadership audience
  • Ensure politically sensitive issues are framed correctly
04Generate a board-level version if needed.
Prompt
Rewrite this briefing for a board audience: higher-level, shorter and focused on risk, reputation and strategic implications.
05Review and convert into formal reporting formats.
  • Edit into slide decks, board papers or briefing notes

Designing targeted D&I initiatives to address priority gaps

Task
Lead D&I initiatives
Drive initiatives aimed at enhancing representation, inclusion, and equity throughout the organization.
Subtask
Develop action plan
Create a strategic plan outlining specific initiatives and goals to improve diversity and inclusion.
Workflow
01Clarify the specific gaps and priorities to address.
  • Representation or engagement gaps
  • Leadership priorities
  • Constraints on budget or capacity
02Use LLM to propose targeted initiatives.
Prompt
Based on the priorities and gaps below, propose a set of D&I initiatives that would realistically improve outcomes. For each, explain what it would change and how success should be measured.

{PASTE GAPS AND PRIORITIES}
03Review and adjust the proposed initiatives.
  • Assess feasibility, political risk and likely impact
  • Remove or reshape anything that is unrealistic
04Stress-test the initiative set.
Prompt
Which of these initiatives is likely to face the most resistance, and what mitigations would be required?
05Finalise and integrate into delivery plans.
  • Incorporate into formal D&I plans and leadership communications

Synthesising employee feedback into a clear picture of inclusion and risk

Task
Develop D&I strategy
Create and implement a comprehensive, multi-year Diversity & Inclusion strategy that aligns with the organization's values and business objectives.
Subtask
Conduct needs assessment
Evaluate the current state of diversity and inclusion within the organization through surveys and interviews.
Workflow
01Collect qualitative feedback from across the organisation.
  • Survey free-text responses
  • Interview notes
  • Listening session outputs
02Use LLM to extract themes and sentiment.
Prompt
Below are survey responses and interview notes from our latest D&I listening exercise. Identify the main themes, areas of frustration, and positive signals.

{PASTE FEEDBACK TEXT}
03Review and sense-check the themes.
  • Confirm they reflect lived experience
  • Flag anything that needs deeper human follow-up
04Translate themes into leadership insight.
Prompt
Based on these themes, summarise the five most important cultural or inclusion issues leadership should address.
05Review and convert into diagnostic outputs.
  • Use this to inform strategy, priorities and leadership discussions
Head of DEI

Future role design

Prose specification of the redesigned role — responsibilities, judgement boundaries, and how the role-holder works with the surrounding AI-supported workflows.

Open the role specification — paired with what has changed and how it helps

Head of Diversity, Equity & Inclusion

Role overview

As Head of Diversity, Equity & Inclusion, you are accountable for the organisation's fairness, inclusion, and social legitimacy across a complex and evolving workforce. You lead the organisation's inclusion strategy, supported by modern people, compliance, and insight tools that provide continuous data, benchmarking, and draft analysis across hiring, progression, reward, and employee experience.

You act as a senior adviser to the executive on workforce risk, cultural health, and regulatory exposure. While much of the underlying data, reporting, and first-draft analysis is generated through automated and semi-automated systems, you remain responsible for the judgement, interpretation, and decisions that shape how the organisation responds. Your role is to ensure that what the tools surface is turned into fair, lawful, and strategically sound action.


Core responsibilities

  • Own the organisation's enterprise-wide diversity, equity, and inclusion strategy, ensuring it is grounded in robust evidence, aligned with business priorities, and defensible to regulators, employees, and external stakeholders.
  • Act as the executive authority on workforce fairness, advising the Board, Executive Committee, and senior leaders on risks, trade-offs, and options highlighted through people and compliance insight.
  • Review, validate, and approve analyses, reports, and recommendations generated through D&I, HR, and compliance tooling, ensuring they are accurate, balanced, and appropriately contextualised.
  • Translate complex workforce data into clear strategic guidance for leaders, supporting decisions on hiring, promotion, restructuring, reward, and organisational design.
  • Identify and manage emerging legal, reputational, and cultural risks, using automated monitoring and benchmarking to surface issues early and guide proportionate, effective responses.
  • Set standards for the responsible use of D&I-related data, models, and tools, ensuring that inclusion and fairness are not compromised by poor data quality, inappropriate automation, or unexamined assumptions.
  • Represent the organisation externally on issues of workforce equity, inclusion, and social responsibility, supported by credible, evidence-based reporting.

Key activities

  • Use internal people, compliance, and insight tools to review continuously-updated indicators of representation, pay, progression, engagement, and inclusion, focusing attention on areas where the organisation is exposed to risk, underperformance, or reputational harm.
  • Work from first-draft strategies, action plans, reports, and briefing materials generated by internal systems and specialist tools, refining them into executive-level recommendations and decisions that reflect organisational priorities, legal obligations, and cultural realities.
  • Review exception reports and alerts produced by workforce and compliance tooling (for example on emerging pay gaps, attrition risks, regulatory changes, or employee sentiment), and determine when investigation, intervention, or escalation is required.
  • Prepare senior leadership briefings and Board materials by validating and interpreting structured insights, scenario outputs, and benchmarking data, and translating them into clear options, trade-offs, and recommended actions.
  • Direct targeted reviews or interventions where automated monitoring indicates potential inequality, exclusion, or systemic bias, ensuring that both the evidence and the organisational response are appropriate, proportionate, and defensible.
  • Oversee the quality, integrity, and appropriate use of D&I-related data, models, and reporting tools, ensuring that leaders are working from accurate, fair, and properly contextualised information.
  • Act as the senior point of judgement when automated or standardised approaches are insufficient, resolving complex, ambiguous, or politically sensitive workforce issues that require human authority and discretion.

Capabilities and skills

  • Deep professional expertise in workforce equity, inclusion, and employment regulation within large, complex organisations.
  • Strong analytical and strategic reasoning, with the ability to interpret structured data, summaries, and scenario outputs and turn them into sound organisational decisions.
  • Sound judgement in assessing the reliability, limitations, and risks of AI-assisted insights, automated reports, and draft recommendations.
  • High-level communication skills, with the ability to explain sensitive, complex, or controversial workforce issues clearly to senior leaders, regulators, and external stakeholders.
  • Strong understanding of legal, ethical, and governance standards related to people data, algorithmic decision-making, and equality.
  • The credibility and confidence to operate at Board and executive level, influencing decisions that shape the organisation's workforce, culture, and reputation.

KPIs and measures of success

  • Demonstrable fairness and equity across key workforce outcomes, including representation, progression, pay, retention, and engagement.
  • Executive and Board confidence in the quality, clarity, and reliability of D&I-related insight, reporting, and advice.
  • Timely identification and effective management of workforce, legal, and reputational risks linked to inclusion, discrimination, or bias.
  • External credibility with regulators, investors, and employees, supported by consistent, evidence-based reporting.
  • Responsible and compliant use of D&I-related data, tools, and automation, with no material breaches of equality law, data protection, or ethical standards.

Stakeholders

  • Board and Executive Committee
  • HR, Reward, Talent, and People Analytics leadership
  • Risk, Legal, Compliance, and Data Governance teams
  • Employee representative bodies and networks
  • External regulators, benchmarks, and accreditation bodies
  • Communications and corporate affairs teams

Inclusion and equal opportunities

We are committed to building a fair, inclusive, and respectful workplace where people from all backgrounds can succeed. We welcome applications from candidates with diverse experiences and perspectives, and we value professional judgement, integrity, and curiosity as highly as formal credentials.

Role overview

What has changed:

The focus shifts from leading programmes and initiatives to being the executive authority on workforce fairness, inclusion, and organisational legitimacy. The role is now explicitly supported by people, compliance, and insight tools that generate data, summaries, and draft analysis, while accountability for decisions and outcomes remains with the role holder.

How it helps:

This positions the Head of D&I as a senior decision-maker rather than an operational delivery lead. It reinforces that value comes from judgement, governance, and credibility with leaders, regulators, and employees, not from producing reports or running campaigns.


Core responsibilities

What has changed:

Responsibilities move from designing and running activity to reviewing, approving, and acting on evidence and recommendations generated through D&I, HR, and compliance tooling. Greater emphasis is placed on advising the executive, managing risk, and ensuring legal and ethical defensibility.

How it helps:

This reflects the reality that leaders will expect faster, more data-driven insight into workforce issues. The role remains accountable for fairness and compliance while operating at a more strategic and influential level.


Key activities

What has changed:

Day-to-day work now assumes access to automated or semi-automated reporting, alerts, benchmarks, and draft outputs. The Head of D&I focuses on interpreting these outputs, deciding when action is required, and directing proportionate responses.

How it helps:

This grounds the future role in recognisable activities such as reviewing reports, briefing leaders, and managing risks, while showing how manual analysis and content creation are increasingly handled by supporting tools.


Capabilities and skills

What has changed:

Core expertise in inclusion, employment law, and organisational culture remains central, but there is increased emphasis on assessing the reliability and limitations of automated insight, and on exercising judgement over data-driven recommendations.

How it helps:

This reinforces that the role does not require technical expertise in AI, but does require confidence in using technology responsibly and in knowing when human judgement must override automated outputs.


KPIs and measures of success

What has changed:

Success is measured less by volume of activity and more by the quality, fairness, and defensibility of workforce outcomes, alongside the effective use of insight and monitoring tools to identify and manage risk.

How it helps:

This supports a future in which technology increases leverage without turning the role into a purely efficiency-driven function. It aligns performance with organisational trust, regulatory compliance, and long-term workforce health.


Stakeholders

What has changed:

Alongside traditional stakeholders such as the Board, HR, and employee groups, the role now works more closely with people analytics, compliance, and technology teams that support D&I insight and reporting.

How it helps:

This reflects a more data-enabled operating environment while keeping reporting lines and core relationships familiar and stable.


Inclusion and equal opportunities

What has changed:

The inclusion statement remains consistent in intent, with a clearer emphasis on accessibility, potential, and fairness in hiring and progression.

How it helps:

This ensures continuity of purpose even as the tools, skills, and operating model of the role evolve.

Comparative

Role & skill adjacencies

Cross-role view of skill overlaps and adjacencies — where the two roles share capability, and where each is distinct.

Similarity distribution

Unique skills Upskilling areas Strong matches
0.00.20.40.60.81.0
Read the full adjacency breakdown · paired skill matches
Compare Head of Diversity, Equity and Inclusion with
Strong matches
Head of Diversity, Equity and Inclusion
    Employee Experience Director
      Upskilling areas
      Head of Diversity, Equity and Inclusion
        Employee Experience Director
          Unique skills
          Head of Diversity, Equity and Inclusion
            Employee Experience Director
              Head of Responsible AI

              Role baseline

              Task breakdown of the Head of Responsible AI today, for comparison and adjacency analysis.

              Task Breakdown

              Develop Responsible AI strategy
              15.0%
              Research best practices
              25.0%
              Engage stakeholders
              30.0%
              Draft strategy document
              25.0%
              Implement governance framework
              20.0%
              Chair AI Governance Committee
              10.0%
              Set governance agenda and priorities
              25.0%
              Broker cross-functional AI decisions
              35.0%
              Approve, block or escalate high-risk AI use cases
              20.0%
              Report outcomes and risks to senior leadership
              20.0%
              Establish AI policies and standards
              10.0%
              Research AI regulations
              25.0%
              Draft policy framework
              35.0%
              Review with stakeholders
              20.0%
              Implement policies
              10.0%
              Monitor compliance
              10.0%
              Design AI risk assessment processes
              15.0%
              Define assessment criteria
              25.0%
              Develop evaluation framework
              30.0%
              Pilot testing processes
              25.0%
              Gather stakeholder feedback
              20.0%
              Oversee AI system monitoring
              10.0%
              Establish monitoring criteria
              25.0%
              Implement monitoring tools
              30.0%
              Conduct regular audits
              25.0%
              Report findings
              20.0%
              Define model evaluation standards
              10.0%
              Research best practices
              30.0%
              Develop bias detection criteria
              30.0%
              Create red-teaming guidelines
              20.0%
              Compile evaluation framework
              20.0%
              Build training programs
              10.0%
              Assess training needs
              25.0%
              Develop training materials
              35.0%
              Implement training sessions
              25.0%
              Evaluate training effectiveness
              15.0%
              Advise executive leadership
              10.0%
              Research AI regulations
              25.0%
              Assess AI risks
              30.0%
              Prepare advisory reports
              25.0%
              Conduct briefings
              20.0%
              Collaborate cross-functionally
              5.0%
              Identify key stakeholders
              25.0%
              Organize meetings
              25.0%
              Develop integration strategies
              30.0%
              Gather feedback
              20.0%
              Build centre of excellence
              5.0%
              Define objectives
              25.0%
              Assemble team
              25.0%
              Develop framework
              25.0%
              Implement training programs
              15.0%
              Monitor progress
              10.0%