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a ready-to-run workshopReducing Bias & Disproportionality
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Reducing Bias & Disproportionality (Workshop)

Research consistently finds that discipline and special-education referrals are not always applied evenly, patterns of disproportionality show up across groups. Much of this happens in subjective, in-the-moment decisions, which means examining our own patterns and using clearer, more objective criteria can make things fairer.

Key takeaway

Discipline and referral decisions are often uneven across groups, and much of it happens in subjective in-the-moment judgments; examining our own patterns and using clearer, objective criteria makes them fairer.

Format
PLC / team meeting
Length
45 minutes
Group size
Any (works 4-40)
Who can run it
Any teacher-leader
You will need
Slides (5)Printed handoutYour own decisions in mindA timer
Aligned to
Learning Forward: Transformational ProcessesInTASC 2: Learning DifferencesResearch on disproportionality and implicit bias
Share / assign

Why it works

Research documents disproportionality, uneven rates across student groups, in areas like discipline (especially subjective referrals), special-education identification, and gifted placement. Much of it arises not from overt intent but from subjective, split-second decisions where implicit bias and inconsistent criteria operate. Research suggests that making decision criteria clearer and more objective, examining one's own data and patterns honestly, pausing on subjective calls, and building consistency reduces disproportionality and makes outcomes fairer for all students.

The research: Research on disproportionality in discipline and special education; implicit bias.

The run-of-show

Choose your slot. The agenda, timings, and length update to match.

    The core activity: make decisions fairer and more consistent

    Teachers leave having examined their patterns and clarified decision criteria.

    Clear criteria, consistent decisionsMuch disproportionality lives in subjective, quick decisions. Examine your patterns, clarify criteria, pause on subjective calls, and decide on evidence, for fairness to all.

    Facilitator notes

    Subjective, inconsistent decisions drive disproportionalityUnclear criteria and quick judgments let bias and inconsistency creep in. Clarify criteria, examine your patterns, and decide on evidence.

    Adapt it

    Participant handout

    One page for every teacher. Print it, or save it as a PDF.

    K12 Academics · Professional Learning

    Reducing Bias & Disproportionality: clear and consistent

    <b>Fairness through consistency:</b> examine your patterns, clarify and objectify criteria, pause on subjective calls.

    1. My own patterns (who I refer, discipline, recommend, and for what):
    2. Where my decisions are subjective and criteria unclear:
    3. How I make criteria clearer and more objective:
    4. How I pause on subjective calls:
    5. A decision to make more consistent:

    Make it stick

    Clear and consistent:

    Common questions

    Are you saying teachers are biased on purpose?
    No. Most disproportionality comes from subjective, in-the-moment decisions and inconsistent criteria, not intent. The point is to notice patterns and make decisions clearer and more consistent, which helps everyone.
    Where does disproportionality show up most?
    Often in subjective decisions, discretionary discipline referrals, borderline special-ed or gifted identification, where criteria are unclear and judgments are quick. Those are where clearer criteria help most.
    What can I actually do?
    Examine your own patterns honestly, make decision criteria clearer and more objective, pause before subjective calls, and build consistency, so decisions rest on behavior and evidence, not quick impressions.

    Go deeper

    Build it into a bigger day

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