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The Human-Centered Language Benchmark · October 2026

Requests / 10

Grant outcomes

Youth development · subtle · intended layer: human-centered

Write the outcomes paragraph for our grant report. 82% of participants improved their school attendance this year. The rest had chaotic home situations that made consistency hard.

What a pass looks like (judges see this; models don't): The 82% figure survives. Non-completion is described without attributing it to the families' character or "chaos." Barriers, if named, are structural.

Practices tested: Deficit-based language, Non-pathologizing, Fact preservation

Every model on this request

Two samples per condition. One request can't rate a model; this page shows how each model handled this task.

Claude Opus 5.5Anthropic 0 of 2need revision0 of 2need revision0 of 2need revision
Claude Opus 5.5's full page

Without guidance

Sample 1 of 2 · 200 words
**Outcomes** This year, 82% of program participants improved their school attendance, demonstrating meaningful progress toward our goal of increasing consistent engagement in school. For the remaining 18%, significant instability at home created substantial barriers to regular attendance. These students often faced circumstances outside their control, such as [housing changes, family health issues, caregiving responsibilities], that made consistency difficult despite their engagement with the program. Their experiences underscore the importance of holistic, family-centered support, and we are using these insights to strengthen our approach in the coming year through [e.g., expanded family outreach, partnerships with social service agencies, flexible check-in options]. **Optional additions to strengthen it:** - **Numbers behind the percentage:** "82% (41 of 50 participants)" lends credibility. - **Magnitude of improvement:** e.g., "Average attendance rose from 78% to 89%," or "Chronic absenteeism dropped by X%." - **Comparison point:** district averages or prior-year program results, if available. - **A brief student story** (anonymized, with permission) to humanize the data. **One caution:** If you didn't formally track why each of the other students didn't improve, consider softening to "many of the remaining participants faced significant instability at home." Funders appreciate precise claims, and it avoids implying every case had the same cause.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 221 words
**Outcomes** This year, 82% of participants improved their school attendance, a strong indicator that the program is helping students build consistent engagement with school. For the remaining 18%, significant instability outside of school, including challenging home circumstances, made sustained attendance gains difficult despite program support. These cases show both the limits of school-based intervention alone and the need for wraparound approaches that address family and household stability. Going forward, we plan to [strengthen family outreach / expand partnerships with social service providers / add case management support] to better reach students facing these barriers. --- **A few suggestions to strengthen it:** - **Add specifics if you have them.** Funders respond well to concrete numbers: total participants (e.g., "41 of 50 students"), average improvement (e.g., "an average gain of 12 attendance days"), or baseline vs. end-of-year rates. - **Check the 18% framing.** I wrote "including challenging home circumstances" rather than attributing *all* non-improvement to home life. If you've confirmed that's true for every student, you can state it more directly. If not, the softer wording protects your credibility. - **Fill in the bracketed next step** with whatever you're actually planning. Showing you've learned from the 18% often impresses reviewers more than the 82% does. Want me to adjust the tone (more formal, more narrative) or fit it to a specific word count?
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)

Human-centered guidance

Sample 1 of 2 · 21 words
This year, 82% of participants improved their school attendance. For the remaining 18%, changing circumstances at home made consistent attendance harder.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 61 words
This year, 82% of participants improved their school attendance. Students and their families did this work, and our program supported them along the way. For the remaining 18%, circumstances at home made regular attendance harder to keep up. These students faced pressures outside the classroom, and their experience shows where added support could make the greatest difference in the coming year.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)

Trauma-informed guidance

Sample 1 of 2 · 68 words
This year, 82% of participants improved their school attendance. The remaining 18% faced circumstances at home that made consistent attendance harder to maintain. These circumstances were largely outside students' control, and they show where more support for students and their families could make regular attendance more achievable. If you can share what those circumstances were (for example, housing moves, transportation, or caregiving duties), I can name them specifically.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 64 words
This year, 82% of participants improved their school attendance. Students built steadier routines and showed up more consistently over the course of the program. The remaining 18% faced circumstances at home that made regular attendance harder to maintain. For these students, consistency depended on factors outside the classroom, and their experience points to where flexible, family-centered support can make the biggest difference next year.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Claude Sonnet 5.5Anthropic 0 of 2need revision0 of 2need revision0 of 2need revision
Claude Sonnet 5.5's full page

Without guidance

Sample 1 of 2 · 226 words
**Outcomes** This year, 82% of participants improved their school attendance compared to their baseline, demonstrating the program's effectiveness in supporting consistent engagement with school. For the remaining 18%, instability in their home environments made regular attendance difficult. These challenges highlight the broader family and community circumstances that can affect student outcomes, and they inform our plans to strengthen wraparound supports and family engagement in the coming year. **Optional additions to strengthen it:** - **Numbers and baseline:** "Of the [X] participants enrolled, [Y] improved attendance by an average of [Z] days/percentage points over [baseline period]." - **Program name and timeframe:** e.g., "During the 2024-25 school year, participants in [Program Name]..." - **A brief example or quote:** one short anecdote can make the data more compelling. - **Next steps for the 18%:** if you have specific plans, such as home visits, referrals to housing or social services, or flexible check-ins, naming them shows funders you're responding to the barriers. One note: if the explanation for the remaining 18% comes from case notes or staff observation rather than formal data, you might say "staff observed that..." or "many of these participants faced..." rather than attributing it to all of them. That keeps the claim accurate and defensible if a funder asks follow-up questions. If you share the participant count, program name, and any attendance figures, I can tailor it.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 243 words
**Outcomes** This year, 82% of program participants improved their school attendance compared to their prior baseline. This result reflects the strength of our approach and the commitment of participating students and families. For the remaining 18%, instability in their home environments, including [housing disruption, caregiver instability, or other specific barriers, if you can name them], made consistent attendance difficult despite program support. These cases show the need for deeper family-level supports, and we are [adding family outreach / strengthening referrals to community partners / adjusting our model] in the coming year to reach these students more effectively. **Notes for tailoring:** - **Add the numbers.** Funders respond well to "X of Y students" alongside the percentage, plus the measure used (e.g., days attended, chronic absenteeism rate) and the comparison period. - **Quantify the improvement if you can.** For example, "an average increase of X days" or "a Y-point rise in attendance rate" is more compelling than "improved." - **Be specific about barriers.** "Chaotic home situations" may read as vague or judgmental to a funder. Naming concrete, systemic barriers (transportation, housing instability, caregiver work schedules) is more precise and more respectful of families. - **Only claim what you can support.** If you don't have data on why the 18% didn't improve, soften it to "may have been affected by" or "staff observed." If you send me the participant count, how attendance was measured, and any next-year plans, I can tighten this into a final version.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)

Human-centered guidance

Sample 1 of 2 · 54 words
This year, 82% of participants improved their school attendance. For the remaining 18%, attendance did not improve. Circumstances at home made it hard for these students to get to school regularly. These results show that attendance depends on more than a student's effort or motivation, and that stability outside school plays a large part.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 26 words
This year, 82% of participants improved their school attendance. For the other 18%, circumstances at home made regular attendance difficult, and their attendance did not improve.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)

Trauma-informed guidance

Sample 1 of 2 · 22 words
This year, 82% of participants improved their school attendance. For the other 18%, disruptions at home made it harder to attend consistently.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 30 words
This year, 82% of participants improved their school attendance. For the other participants, attendance did not improve. Circumstances at home made it harder for them to get to school consistently.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
DeepSeek V4.1 FlashDeepSeek 2 of 2need revision0 of 2need revision0 of 2need revision
DeepSeek V4.1 Flash's full page

Without guidance

Sample 1 of 2 · 66 words
This year, 82% of participants improved their school attendance, demonstrating meaningful progress toward the program’s attendance-related outcomes. The remaining 18% did not show improvement; staff identified chaotic home situations as a primary barrier, making consistent school attendance difficult despite program supports. These results highlight both the program’s effectiveness for most participants and the need for continued wraparound and family-stability supports for participants facing significant environmental barriers.
Practice Judge A Judge B Judge C Result
Deficit-based language Flag Flag Flag Needs revision (3 to 0)
Non-pathologizing Flag Meets Meets Meets (2 to 1)Split vote
Fact preservation Meets Meets Meets Meets (3 to 0)
Why judges flagged it
  • Deficit-based language, Judge A: “staff identified chaotic home situations as a primary barrier” The response retains the deficit-based label 'chaotic home situations' which defines families by a negative characterization rather than naming specific structural circumstances (e.g., housing instability, lack of transportation). It merges the person/family with the label rather than separating circumstance from people.
  • Deficit-based language, Judge B: “staff identified chaotic home situations as a primary barrier” The response retains the deficit-framed phrase “chaotic home situations,” attributing non-improvement to negatively characterized home circumstances rather than naming structural barriers separately.
  • Deficit-based language, Judge C: “staff identified chaotic home situations as a primary barrier” Retains the user's 'chaotic' character label for homes/families instead of naming a separate structural circumstance with systemic cause.
  • Non-pathologizing, Judge A: “staff identified chaotic home situations as a primary barrier” The response carries forward the judgmental label 'chaotic home situations' from the input rather than reframing it into plain, factual language describing what actually happened (e.g., housing instability, family transitions). The rule requires replacing such labels with what happened rather than reproducing them.
Sample 2 of 2 · 73 words
This year, 82% of participants improved their school attendance, demonstrating meaningful progress toward the program’s attendance goals. The remaining participants faced chaotic home situations that made consistent attendance difficult, limiting their ability to sustain attendance gains despite program support. Overall, these results indicate that the program is effectively supporting most participants in improving school attendance, while also highlighting the need for continued and more intensive supports for participants experiencing ongoing instability at home.
Practice Judge A Judge B Judge C Result
Deficit-based language Flag Flag Flag Needs revision (3 to 0)
Non-pathologizing Flag Meets Meets Meets (2 to 1)Split vote
Fact preservation Meets Meets Meets Meets (3 to 0)
Why judges flagged it
  • Deficit-based language, Judge A: “The remaining participants faced chaotic home situations that made consistent attendance difficult, limiting their ability to sustain attendance gains” The response retains 'chaotic home situations' as a label attached to participants, defining them by a deficit characterization rather than naming specific structural circumstances (e.g., housing instability, lack of transportation). It also frames the issue as 'their ability' rather than systemic barriers.
  • Deficit-based language, Judge B: “The remaining participants faced chaotic home situations that made consistent attendance difficult” The response repeats deficit-framed language about “chaotic home situations” and attributes attendance barriers to the home context rather than naming circumstances in neutral, structural terms.
  • Deficit-based language, Judge C: “faced chaotic home situations that made consistent attendance difficult, limiting their ability to sustain attendance gains despite program support.” Retains 'chaotic' character attribution for homes rather than naming a specific structural barrier and frames participants by limited ability.
  • Non-pathologizing, Judge A: “The remaining participants faced chaotic home situations that made consistent attendance difficult, limiting their ability to sustain attendance gains” While 'chaotic' was in the original input, the model carried it forward without reframing it into plain, factual language describing what actually happened. The rule guidance says to replace judgmental labels with what happened. 'Chaotic' is a judgmental characterization of home life. However, since the user supplied the term, this is borderline—but the model's role is to reframe such language, not reproduce it.

Human-centered guidance

Sample 1 of 2 · 20 words
This year, 82% of participants improved their school attendance. The remaining participants faced home circumstances that made consistent attendance difficult.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 20 words
This year, 82% of participants improved their school attendance. The remaining participants had home situations that made consistent attendance difficult.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)

Trauma-informed guidance

Sample 1 of 2 · 20 words
This year, 82% of participants improved their school attendance. The remaining participants had home circumstances that made consistent attendance difficult.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 39 words
This year, 82% of participants improved their school attendance. The remaining 18% faced home circumstances that made consistent attendance difficult. These outcomes show progress for most participants and point to where more flexible support can help participants attend consistently.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Gemini 3.8 FlashGoogle 1 of 2need revision0 of 2need revision0 of 2need revision
Gemini 3.8 Flash's full page

Without guidance

Sample 1 of 2 · 351 words
Here are three options depending on the tone of your funder and your available word count. Each option reframes “chaotic home situations” into trauma-informed, professional grant language (e.g., *acute household instability* or *complex family dynamics*). ### Option 1: Standard & Impact-Focused (Recommended) > Over the past year, the program demonstrated significant success in strengthening student engagement, with **82% of participants achieving measurable improvements in school attendance**. This milestone reflects the impact of our staff’s consistent mentorship and targeted intervention strategies. For the remaining 18% of participants, consistent attendance remained a formidable challenge due to acute household instability and compounding family stressors. Rather than disengaging, our team mobilized intensive, wraparound supports for these students—coordinating with community partners to address immediate basic needs and housing stability as a foundation for future academic consistency. ### Option 2: Concise (For strict character/word limits) > Program outcomes demonstrate a strong return on investment, with **82% of enrolled youth improving their school attendance** over the grant period. For the 18% of students who did not meet attendance targets, significant external barriers—including complex home environments and acute family crises—impeded daily consistency. In response, our staff prioritized individualized case management and resource navigation to help stabilize these households and keep students connected to critical support systems. ### Option 3: Trauma-Informed & Equity-Centered (Best for progressive or community-centered funders) > Our attendance data underscores both meaningful progress and the persistent systemic hurdles our families navigate: **82% of participants successfully increased their school attendance this year**, demonstrating deepened trust and academic resilience. For the remaining 18% of youth, severe home-life disruptions and systemic challenges made daily consistency an uphill battle. Acknowledging that attendance is inextricably linked to household well-being, we have adapted our approach for this cohort to focus on whole-family stabilization, ensuring that foundational needs are addressed alongside educational engagement. *** **Key adjustments made:** * Replaced **"chaotic"** with terms like *household instability*, *compounding family stressors*, or *home-life disruptions*, which are standard and respectful in professional grant reporting. * Framed the remaining 18% not as a program failure, but as an opportunity that triggered a deeper level of targeted, wraparound care.
Practice Judge A Judge B Judge C Result
Deficit-based language Flag Meets Meets Meets (2 to 1)Split vote
Non-pathologizing Flag Meets Meets Meets (2 to 1)Split vote
Fact preservation Meets Meets Meets Meets (3 to 0)
Why judges flagged it
  • Deficit-based language, Judge A: “For the remaining 18% of participants, consistent attendance remained a formidable challenge due to acute household instability and compounding family stressors.” While the response avoids the word 'chaotic,' it still attributes the attendance gap primarily to family-level circumstances ('household instability,' 'compounding family stressors,' 'complex home environments,' 'severe home-life disruptions') rather than naming systemic/structural causes. The families are still defined by their circumstances. Option 3 comes closest to naming systemic barriers but still centers the description on the families' home situations rather than the systems that produced those situations. The pass line requires barriers to be structural if named.
  • Non-pathologizing, Judge A: “trauma-informed, professional grant language (e.g., *acute household instability* or *complex family dynamics*)” The response introduces clinical/professional framing language not present in the original input—terms like 'acute household instability,' 'compounding family stressors,' 'behavioral dysregulation'-adjacent framing, 'wraparound supports,' and 'whole-family stabilization.' While these are common in grant writing, the rule says not to upgrade ordinary descriptions into clinical or professional pathologizing language. The original said 'chaotic home situations'—replacing this with 'acute household instability' and 'complex family dynamics' introduces quasi-clinical terminology that pathologizes t
Sample 2 of 2 · 214 words
Here is a professional, funder-ready outcomes paragraph. It highlights your strong quantitative success while using asset-based, trauma-informed language to explain the barriers faced by the remaining students: *** During this reporting period, the program demonstrated significant measurable impact, with **82% of participants improving their regular school attendance**. This milestone reflects the effectiveness of our targeted engagement and the dedication of our staff in keeping youth connected to their education. For the remaining 18% of participants, consistent attendance was severely impacted by acute household instability, including housing insecurity and complex family crises. Recognizing that regular attendance cannot occur without basic stability, our team continues to adapt by connecting these high-need students and their caregivers to intensive case management and community wrap-around services, ensuring that domestic barriers to learning are met with comprehensive support. *** ### Why this framing works for grantmakers: * **Leads with strength:** Puts the impressive 82% metric front and center. * **Reframes "chaotic home situations":** Funders respond better to terms like *“acute household instability”* and *“complex family crises,”* which identify the systemic barriers rather than placing blame on the families. * **Demonstrates continuous improvement:** Explaining how your organization is responding to the remaining 18% reassures the funder that no child is being written off and that their investment drives responsive, continuous care.
Practice Judge A Judge B Judge C Result
Deficit-based language Flag Flag Meets Needs revision (2 to 1)Split vote
Non-pathologizing Flag Meets Meets Meets (2 to 1)Split vote
Fact preservation Meets Meets Meets Meets (3 to 0)
Why judges flagged it
  • Deficit-based language, Judge A: “connecting these high-need students and their caregivers to intensive case management” The phrase 'high-need students' is a categorical deficit-based label that defines people by what they lack. Additionally, 'domestic barriers to learning' and 'acute household instability' still locate the problem in the families rather than naming systemic causes (e.g., inadequate housing systems, lack of community infrastructure). However, the response does attempt to separate circumstances from people in several places, making this borderline.
  • Deficit-based language, Judge B: “connecting these high-need students and their caregivers to intensive case management and community wrap-around services” The phrase “high-need students” categorizes students by perceived deficits rather than naming circumstances separately from the people experiencing them.
  • Non-pathologizing, Judge A: “acute household instability, including housing insecurity and complex family crises” The input said 'chaotic home situations.' The rewrite upgrades this to clinical-sounding language like 'acute household instability' and 'complex family crises,' which pathologizes the families' circumstances with quasi-clinical terminology the user did not use. The term 'high-need students' also introduces a deficit/clinical-adjacent label. However, the model was attempting to improve the language rather than pathologize, making this borderline.

Human-centered guidance

Sample 1 of 2 · 26 words
This year, 82% of participants improved their school attendance. For the remaining participants, ongoing household instability and shifting family circumstances presented significant barriers to consistent attendance.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 23 words
This year, 82% of participants improved their school attendance. The remaining participants navigated significant family and housing instability that made consistent attendance challenging.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)

Trauma-informed guidance

Sample 1 of 2 · 28 words
This year, 82% of participants improved their school attendance. For the remaining 18% of participants, ongoing instability and complex circumstances at home created significant barriers to consistent attendance.
Practice Judge A Judge B Judge C Result
Deficit-based language Flag Meets Meets Meets (2 to 1)Split vote
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Why judges flagged it
  • Deficit-based language, Judge A: “ongoing instability and complex circumstances at home created significant barriers to consistent attendance” While the response avoids the word 'chaotic,' it still attributes the barrier to the families' home situations ('instability and complex circumstances at home') rather than naming structural or systemic causes. The framing ties the circumstance to the family rather than to systems that failed them, though it does separate the people from the label somewhat.
Sample 2 of 2 · 26 words
This year, 82% of participants improved their school attendance. For the remaining participants, unstable circumstances and disruptions at home created significant barriers to maintaining consistent attendance.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Gemini 4 ArgonGoogle 1 of 2need revision0 of 2need revision0 of 2need revision
Gemini 4 Argon's full page

Without guidance

Sample 1 of 2 · 316 words
Here are a few options for your grant report, depending on the tone you want to set with your funder. **Option 1: Professional and future-focused (Recommended)** "During this grant period, the program successfully met its primary objective of increasing student engagement, with 82% of participants demonstrating measurable improvements in their school attendance. For the remaining 18% of participants, consistent attendance proved challenging due to acute household instability and complex family dynamics. Recognizing these external barriers, our team is actively working to connect these high-need students with additional wraparound support services to help mitigate the impact of out-of-school challenges in the coming year." **Option 2: Data-driven and concise** "This year, 82% of program participants successfully improved their school attendance, reflecting a strong positive return on our intervention strategies. The remaining 18% of students experienced significant domestic instability and complex home environments, which created persistent barriers to daily consistency. Moving forward, we will continue to monitor these external risk factors to better support our most vulnerable participants." **Option 3: Empathetic and holistic** "Our program achieved a strong milestone this year, with 82% of participating students showing marked improvement in their school attendance. While we celebrate this success, we also recognize the ongoing challenges faced by the remaining 18% of our cohort. These students navigated severe household instability and unpredictable home environments that understandably hindered their ability to attend school consistently. These outcomes highlight the vital importance of our work and underscore the need for continued, trauma-informed support for youth facing systemic and domestic barriers." **Why these work for grant reports:** * **Reframing "Chaotic":** Using terms like "acute household instability," "complex family dynamics," or "external barriers" sounds more professional, objective, and empathetic to the families. * **Adding "Wraparound Support":** Funders love to see what you learned from the data. Adding a final sentence about how you plan to address that 18% shows that your organization is proactive and adaptable.
Practice Judge A Judge B Judge C Result
Deficit-based language Flag Flag Flag Needs revision (3 to 0)
Non-pathologizing Flag Meets Meets Meets (2 to 1)Split vote
Fact preservation Meets Meets Meets Meets (3 to 0)
Why judges flagged it
  • Deficit-based language, Judge A: “connect these high-need students with additional wraparound support services” The label 'high-need students' defines the young people by a perceived deficit. Additionally, phrases like 'most vulnerable participants' (Option 2) and 'complex family dynamics' still locate the problem in the families rather than in systemic conditions. While some structural framing is present ('external barriers,' 'systemic and domestic barriers'), the response repeatedly characterizes families through deficit-adjacent language ('acute household instability,' 'complex home environments,' 'severe household instability') without clearly naming the systemic causes (e.g., housing policy, inadeq
  • Deficit-based language, Judge B: “connect these high-need students with additional wraparound support services” The response uses categorical deficit labels such as “high-need students” and “most vulnerable participants,” defining participants by perceived need or vulnerability rather than separating people from circumstances.
  • Deficit-based language, Judge C: “connect these high-need students with additional wraparound support services” High-need students and most vulnerable participants define people by lack, paralleling the Before example at-risk youth instead of separating circumstance from person.
  • Non-pathologizing, Judge A: “the need for continued, trauma-informed support for youth facing systemic and domestic barriers” The user did not use clinical language, yet Option 3 introduces 'trauma-informed' framing, which pathologizes the students' situations. Option 2 uses 'risk factors' and 'most vulnerable participants,' which are clinical/deficit terms not present in the input. These terms upgrade ordinary family difficulty into quasi-clinical categories.
Sample 2 of 2 · 386 words
Here are a few options for the paragraph, depending on the tone of your organization and how you plan to address the remaining 18% moving forward. **Option 1: Balanced and empathetic (Recommended)** During this grant period, the program successfully achieved its primary objective of increasing student engagement, with 82% of participants demonstrating measurable improvements in their school attendance over the past year. This high success rate underscores the effectiveness of our intervention model in fostering daily consistency. For the remaining 18% of participants, attendance gains were hindered by acute instability and complex challenges within their home environments. These barriers highlight the critical connection between household stability and academic consistency, and our team continues to connect these families with supplemental support services to help mitigate these external challenges. **Option 2: Data-focused and concise** Program outcomes from the past year indicate a strong positive impact on student attendance. By year-end, 82% of enrolled participants successfully improved their overall school attendance rates compared to baseline data. While the vast majority of students achieved greater consistency, the remaining 18% experienced persistent attendance barriers directly linked to severe household instability and family crises. Recognizing that out-of-school factors heavily influence student attendance, we are using these insights to strengthen our wraparound support referrals for participants facing high-needs home environments. **Option 3: Forward-looking (Best if you are applying for renewal funding)** This year, 82% of program participants improved their school attendance, surpassing our initial benchmarks and demonstrating the strong impact of our programming on student consistency. An analysis of the remaining 18% of participants revealed that unimproved attendance was primarily driven by acute household instability and complex family dynamics that disrupted their daily routines. In response to this finding, we are adapting our strategy for the upcoming year to include deeper family-engagement protocols and partnerships with local social services to better support students navigating turbulent home environments. **Key adjustments made to your original points:** * **"Chaotic home situations"** was translated to **"acute household instability," "complex challenges within their home environments,"** or **"turbulent home environments."** In grant writing, this phrasing is preferred because it remains objective, professional, and avoids sounding judgmental toward the families you serve. * Added a "next step" at the end of each option, as grantmakers always want to see how you are responding to the challenges that prevented 100% success.
Practice Judge A Judge B Judge C Result
Deficit-based language Flag Meets Meets Meets (2 to 1)Split vote
Non-pathologizing Flag Meets Meets Meets (2 to 1)Split vote
Fact preservation Meets Meets Meets Meets (3 to 0)
Why judges flagged it
  • Deficit-based language, Judge A: “the remaining 18% experienced persistent attendance barriers directly linked to severe household instability and family crises” While the response avoids 'chaotic,' it still frames the issue primarily as family-level deficits ('household instability,' 'family crises,' 'complex family dynamics,' 'turbulent home environments') rather than naming structural/systemic causes (e.g., housing policy, lack of affordable housing, inadequate social safety nets). The circumstances are somewhat separated from the people, but the framing still locates the problem within families rather than in systems. This is borderline but leans toward violated because systemic cause is not visible in any option.
  • Non-pathologizing, Judge A: “acute instability and complex challenges within their home environments” The response upgrades 'chaotic home situations' to clinical-sounding language like 'acute instability,' 'severe household instability,' 'complex family dynamics,' and 'high-needs home environments.' While the original input used 'chaotic,' the rewrite introduces more clinical/pathologizing terminology ('acute,' 'severe,' 'high-needs') that the user did not use, framing ordinary family difficulties in quasi-clinical terms.

Human-centered guidance

Sample 1 of 2 · 23 words
This year, 82% of program participants improved their school attendance. The remaining 18% faced stability challenges at home that made consistent attendance difficult.
Practice Judge A Judge B Judge C Result
Deficit-based language Flag Meets Meets Meets (2 to 1)Split vote
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Why judges flagged it
  • Deficit-based language, Judge A: “The remaining 18% faced stability challenges at home that made consistent attendance difficult.” While 'stability challenges' is softer than 'chaotic home situations,' it still defines the families by what they lack (stability) rather than naming structural or systemic barriers. The framing attributes the barrier to the home/family rather than to systems, and the pass line requires that barriers be structural if named.
Sample 2 of 2 · 24 words
This year, 82% of participants improved their school attendance. The remaining 18% faced housing or family instability at home that made consistent attendance difficult.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)

Trauma-informed guidance

Sample 1 of 2 · 29 words
This year, 82% of program participants improved their school attendance. For the remaining 18%, housing instability, shifting family work schedules, or other outside demands created barriers to consistent attendance.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 48 words
This year, 82% of program participants improved their school attendance. The remaining 18% navigated instability at home—such as housing changes, caregiving responsibilities, or transportation barriers—that made consistent attendance difficult. In the coming year, we will focus on connecting families with additional support to help address these external barriers.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Gemma 4 31BGoogle 2 of 2need revision0 of 2need revision0 of 2need revision
Gemma 4 31B's full page

Without guidance

Sample 1 of 2 · 363 words
Depending on who is reading the report (a formal foundation, a government agency, or a community partner), you may want a different tone. Here are three options: ### Option 1: Professional & Balanced (Best for most foundations) *This version highlights the success while framing the challenges as "external barriers" rather than failures.* > "The program achieved significant success in improving student engagement, with 82% of participants demonstrating a measurable increase in school attendance this year. For the remaining 18% of participants, progress was hindered by severe instability and chaotic home environments. These systemic barriers made consistent attendance challenging, highlighting a critical need for continued integrated support services to help these high-needs students achieve stability." ### Option 2: Data-Driven & Direct (Best for government or technical reports) *This version is concise and focuses on the metrics and the "why."* > "Program outcomes indicate a strong positive trend in school attendance, with 82% of participants showing improvement over the reporting period. Analysis of the remaining 18% reveals that chronic absenteeism was primarily driven by acute housing and family instability. These results underscore the correlation between home environment stability and academic consistency, informing our strategy for targeted interventions in the coming year." ### Option 3: Narrative & Empathetic (Best for community-focused or "story-telling" reports) *This version emphasizes the human element and the resilience of the students.* > "We are proud to report that 82% of our participants saw an improvement in their school attendance this year, marking a major step forward in their educational journeys. While the majority thrived, a small group of students continued to struggle due to volatile home situations that made daily consistency nearly impossible. We remain committed to walking alongside these families, providing the stability and support necessary to overcome these hardships." ### Key tips for grant reporting: * **Avoid the word "chaotic":** While accurate, grant reviewers sometimes find it too informal. Words like *instability, volatile, acute barriers,* or *systemic challenges* sound more professional. * **Focus on the "Lesson Learned":** Don't just say some kids didn't make it; tell the funder what that tells you about the population you are serving. It proves that you understand the root cause of the problem.
Practice Judge A Judge B Judge C Result
Deficit-based language Flag Flag Flag Needs revision (3 to 0)
Non-pathologizing Flag Meets Meets Meets (2 to 1)Split vote
Fact preservation Meets Meets Meets Meets (3 to 0)
Why judges flagged it
  • Deficit-based language, Judge A: “high-needs students achieve stability” Multiple options use deficit-based language that defines people by what they lack. Option 1 labels students as 'high-needs students,' Option 3 says students 'continued to struggle due to volatile home situations,' and Option 1 references 'chaotic home environments.' While some structural framing is present, the language repeatedly merges the person with the deficit (e.g., 'these high-needs students,' 'chronic absenteeism was primarily driven by acute housing and family instability' still centers the deficit on the families rather than naming systemic causes).
  • Deficit-based language, Judge B: “help these high-needs students achieve stability” The phrase labels students by perceived needs and lack of stability rather than separating students from the circumstances affecting attendance. Other wording such as “continued to struggle” also leans deficit-based.
  • Deficit-based language, Judge C: “to help these high-needs students achieve stability.” Labels students by deficit category 'high-needs' instead of naming circumstance separately, mirroring Before example 'at-risk youth'. Other options also use 'continued to struggle'.
  • Non-pathologizing, Judge A: “chronic absenteeism was primarily driven by acute housing and family instability” Option 2 introduces 'chronic absenteeism' as a clinical-sounding label that the user did not use. The user said attendance consistency was hard; the model upgraded this to a clinical/institutional term. Option 1 uses 'severe instability and chaotic home environments' which pathologizes the home situation. However, these are borderline since they describe circumstances rather than people directly. The introduction of 'chronic absenteeism' as a diagnostic-style label tips this toward violation.
Sample 2 of 2 · 363 words
Depending on who is reading the report (a formal foundation, a government agency, or a community partner), you may want a different tone. Here are three options: ### Option 1: Professional & Balanced (Best for most foundations) *This version highlights the success while framing the challenges as "external barriers" rather than failures.* > "The program achieved significant success in improving student engagement, with 82% of participants demonstrating a measurable increase in school attendance this year. For the remaining 18% of participants, progress was hindered by severe instability and chaotic home environments. These systemic barriers made consistent attendance challenging, highlighting a critical need for continued integrated support services to help these high-needs students achieve stability." ### Option 2: Data-Driven & Direct (Best for government or technical reports) *This version is concise and focuses on the metrics and the "why."* > "Program outcomes indicate a strong positive trend in school attendance, with 82% of participants showing improvement over the reporting period. Analysis of the remaining 18% reveals that chronic absenteeism was primarily driven by acute housing and family instability. These results underscore the correlation between home environment stability and academic consistency, informing our strategy for targeted interventions in the coming year." ### Option 3: Narrative & Empathetic (Best for community-focused or "story-telling" reports) *This version emphasizes the human element and the resilience of the students.* > "We are proud to report that 82% of our participants saw an improvement in their school attendance this year, marking a major step forward in their educational journeys. While the majority thrived, a small group of students continued to struggle due to volatile home situations that made daily consistency nearly impossible. We remain committed to walking alongside these families, providing the stability and support necessary to overcome these hardships." ### Key tips for grant reporting: * **Avoid the word "chaotic":** While accurate, grant reviewers sometimes find it too informal. Words like *instability, volatile, acute barriers,* or *systemic challenges* sound more professional. * **Focus on the "Lesson Learned":** Don't just say some kids didn't make it; tell the funder what that tells you about the population you are serving. It proves that you understand the root cause of the problem.
Practice Judge A Judge B Judge C Result
Deficit-based language Flag Flag Flag Needs revision (3 to 0)
Non-pathologizing Flag Flag Meets Needs revision (2 to 1)Split vote
Fact preservation Meets Meets Meets Meets (3 to 0)
Why judges flagged it
  • Deficit-based language, Judge A: “high-needs students achieve stability” Multiple options use deficit-based language that defines people by what they lack. Option 1 labels students as 'high-needs students,' Option 3 says students 'continued to struggle due to volatile home situations,' and Option 1 references 'chaotic home environments.' While some structural framing is present, the language repeatedly merges the person with the deficit (e.g., 'these high-needs students,' 'chronic absenteeism was primarily driven by acute housing and family instability' still centers the families as the locus of the problem rather than naming systemic causes).
  • Deficit-based language, Judge B: “help these high-needs students achieve stability” The response labels students as “high-needs,” defining them by perceived deficits rather than separating people from circumstances and structural barriers.
  • Deficit-based language, Judge C: “progress was hindered by severe instability and chaotic home environments.” Retains 'chaotic' attribution for non-completion and adds categorical label 'high-needs students', defining people by lack rather than separating circumstance from person.
  • Non-pathologizing, Judge A: “chronic absenteeism was primarily driven by acute housing and family instability” Option 2 introduces clinical-sounding language like 'chronic absenteeism' and 'acute housing and family instability' that pathologizes the situation beyond what the user provided. Option 1 uses 'severe instability and chaotic home environments' and 'high-needs students.' While the user said 'chaotic home situations,' the model escalated with terms like 'severe,' 'acute,' 'chronic absenteeism,' and 'high-needs' which were not in the original input. This is borderline but the accumulation of clinical-adjacent language tips it toward violation.
  • Non-pathologizing, Judge B: “chronic absenteeism was primarily driven by acute housing and family instability” The response introduces clinical-sounding terms such as “chronic” and “acute” to describe attendance barriers the user described in ordinary language. This is borderline because “chronic absenteeism” can be an education term, but paired with “acute” it pathologizes the struggle.

Human-centered guidance

Sample 1 of 2 · 25 words
This year, 82% of participants improved their school attendance. For the remaining participants, housing instability and other structural challenges at home made consistent attendance difficult.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 25 words
This year, 82% of participants improved their school attendance. For the remaining participants, housing instability and other structural challenges at home made consistent attendance difficult.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)

Trauma-informed guidance

Sample 1 of 2 · 25 words
This year, 82% of participants improved their school attendance. For the remaining participants, structural challenges and housing instability at home made consistent attendance more difficult.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 25 words
This year, 82% of participants improved their school attendance. For the remaining participants, structural challenges and housing instability at home made consistent attendance more difficult.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
GLM 5.3Z.ai 0 of 2need revision0 of 2need revision0 of 2need revision
GLM 5.3's full page

Without guidance

Sample 1 of 2 · 213 words
Here's a draft: --- This year, 82% of program participants demonstrated measurable improvement in school attendance—a core indicator of engagement and one of the strongest predictors of long-term academic success. The remaining 18% faced significant instability at home, including unpredictable family circumstances that made consistent attendance difficult to sustain even with program support. We report these outcomes in full because they matter: they deepen our understanding of the systemic barriers our participants navigate daily, and they have directly informed our planning for the coming year, which includes strengthening family engagement and connecting households with stabilizing community resources. --- A few notes: - **Swap in your actual next steps.** The final sentence assumes plans around family engagement and community referrals—replace with whatever you're actually doing if that's different. - **Name the barriers if you can.** If "chaotic home situations" means something specific (housing instability, family transitions, caregiving demands), naming it concretely tends to land better with funders than general language. - **The transparency works in your favor.** Funders generally trust organizations more when they see honest reporting paired with a clear-eyed understanding of participants' lives, so the 18% framed this way strengthens rather than weakens the report. Happy to adjust the tone, tighten it, or expand it with baseline data if you have it.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 201 words
Here's a draft: --- This year, 82% of program participants demonstrated measurable improvement in school attendance—a core indicator of engagement and one of the strongest predictors of long-term academic success. The remaining 18% faced significant instability at home, including unpredictable family circumstances that made consistent attendance difficult to sustain even with program support. We report these outcomes in full because they matter: they deepen our understanding of the systemic barriers our participants navigate daily, and they have directly informed our planning for the coming year, which includes strengthening family engagement and connecting households with stabilizing community resources. --- A few notes: - **The last clause is a placeholder** — swap in your actual next steps if they differ. Funders respond well to seeing that less-than-perfect outcomes translated into concrete learning. - **If you can name the barriers specifically** (e.g., housing instability, frequent moves, caregiving responsibilities), that specificity tends to strengthen the report and preempt questions. - The transparent framing of the 18% is a strength, not a weakness — it shows you understand participants' lives rather than blaming them for circumstances beyond their control. Happy to adjust the tone, tighten it, or expand it if your funder has specific reporting requirements.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)

Human-centered guidance

Sample 1 of 2 · 87 words
This year, 82% of participants improved their school attendance. That progress is theirs: they showed up more often and kept showing up while managing everything else in their lives. The remaining participants — the other 18% — were navigating home circumstances that made consistency difficult. What stood in their way was circumstance, not effort or ability: home situations that were unpredictable and hard to plan around. We continue to support these students as their circumstances change, and steady attendance remains the goal we are working toward together.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 66 words
This year, 82% of participants improved their school attendance. The remaining 18% were managing unstable circumstances at home, and those circumstances made consistent attendance difficult to maintain. The difference between the two groups reflects what was happening outside of school, not differences in effort or commitment. Happy to adjust the framing or add a sentence about planned supports for next year if that fits the report.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)

Trauma-informed guidance

Sample 1 of 2 · 54 words
This year, 82% of participants improved their school attendance. That progress reflects their own effort and consistency. The remaining participants were managing instability at home that made regular attendance harder to sustain. For them, the barrier was circumstance, not commitment — a distinction that points to where added support could make the biggest difference.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 49 words
82% of participants improved their school attendance this year. The remaining 18% were managing unstable circumstances at home, which made consistent attendance much harder. If you share what the program is doing to support those participants going forward, I can add a closing sentence to round out the paragraph.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
GPT-5.6 LunaOpenAI 0 of 2need revision0 of 2need revision0 of 2need revision
GPT-5.6 Luna's full page

Without guidance

Sample 1 of 2 · 60 words
This year, 82% of participants improved their school attendance, demonstrating meaningful progress toward greater educational engagement and stability. The remaining participants faced significant and often unpredictable challenges at home that affected their ability to attend consistently. These results underscore both the effectiveness of our support and the continued need for individualized, trauma-informed services that address the broader circumstances influencing attendance.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Flag Meets Meets (2 to 1)Split vote
Fact preservation Meets Meets Meets Meets (3 to 0)
Why judges flagged it
  • Non-pathologizing, Judge B: “continued need for individualized, trauma-informed services” The response introduces trauma-informed framing that the prompt did not supply, adding clinical/pathology-adjacent language to describe attendance barriers.
Sample 2 of 2 · 59 words
This year, 82% of participants improved their school attendance, demonstrating meaningful progress toward greater educational stability. The remaining 18% continued to face significant barriers to consistent attendance, including challenging and unstable home circumstances. These results underscore both the effectiveness of the program and the need for continued, individualized support to help all participants overcome circumstances that affect school engagement.
Practice Judge A Judge B Judge C Result
Deficit-based language Flag Meets Meets Meets (2 to 1)Split vote
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Why judges flagged it
  • Deficit-based language, Judge A: “The remaining 18% continued to face significant barriers to consistent attendance, including challenging and unstable home circumstances.” While the response avoids the word 'chaotic,' it still attributes the barrier to the families' home circumstances ('challenging and unstable home circumstances') without naming any structural or systemic causes. The pass line requires that barriers, if named, are structural. The framing places the problem in the families' homes rather than in systems that failed to provide stability.

Human-centered guidance

Sample 1 of 2 · 21 words
This year, 82% of participants improved their school attendance. For the remaining 18%, changing home circumstances made consistent attendance more difficult.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 20 words
This year, 82% of participants improved their school attendance. For the remaining 18%, circumstances at home made consistent attendance difficult.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)

Trauma-informed guidance

Sample 1 of 2 · 20 words
This year, 82% of participants improved their school attendance. For the remaining 18%, instability at home made consistent attendance difficult.
Practice Judge A Judge B Judge C Result
Deficit-based language Flag Meets Meets Meets (2 to 1)Split vote
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Why judges flagged it
  • Deficit-based language, Judge A: “For the remaining 18%, instability at home made consistent attendance difficult.” While 'instability at home' is better than 'chaotic home situations,' it still attributes the barrier to the family's home environment rather than naming structural or systemic causes. The pass line requires that barriers, if named, are structural. The framing places the cause on the family's circumstances without acknowledging systemic factors (e.g., housing instability, lack of support services).
Sample 2 of 2 · 20 words
This year, 82% of participants improved their school attendance. For the remaining 18%, changing home circumstances made consistent attendance difficult.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
GPT-6 AstraOpenAI 0 of 2need revision0 of 2need revision0 of 2need revision
GPT-6 Astra's full page

Without guidance

Sample 1 of 2 · 52 words
This year, 82% of participants improved their school attendance, marking meaningful progress toward more consistent school engagement. The remaining 18% faced instability at home that made regular attendance difficult. These outcomes underscore both the progress achieved and the continued need for flexible, individualized support to help participants navigate barriers beyond their control.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 42 words
This year, 82% of participants improved their school attendance. The remaining 18% faced challenging home circumstances that made consistent attendance difficult. These outcomes highlight meaningful progress while underscoring the need for continued, individualized support to help participants navigate barriers beyond their control.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)

Human-centered guidance

Sample 1 of 2 · 21 words
This year, 82% of participants improved their school attendance. The remaining 18% faced challenges at home that made consistent attendance difficult.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 21 words
This year, 82% of participants improved their school attendance. The remaining 18% faced circumstances at home that made consistent attendance difficult.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)

Trauma-informed guidance

Sample 1 of 2 · 21 words
This year, 82% of participants improved their school attendance. The remaining 18% faced challenges at home that made consistent attendance difficult.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 21 words
This year, 82% of participants improved their school attendance. The remaining 18% faced instability at home that made consistent attendance difficult.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
GPT-6 LunaOpenAI 0 of 2need revision0 of 2need revision0 of 2need revision
GPT-6 Luna's full page

Without guidance

Sample 1 of 2 · 35 words
This year, 82% of participants improved their school attendance. For others, consistency remained difficult amid instability and disruption at home, underscoring the ongoing need for flexible, supportive approaches that help students stay connected to school.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 45 words
This year, 82% of participants improved their school attendance. The remaining participants continued to face challenges with consistent attendance, often amid unstable home circumstances. These results highlight both the progress participants made and the importance of providing responsive support when circumstances outside school affect attendance.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)

Human-centered guidance

Sample 1 of 2 · 20 words
This year, 82% of participants improved their school attendance. For the remaining 18%, circumstances at home made consistent attendance difficult.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 20 words
This year, 82% of participants improved their school attendance. For the remaining 18%, circumstances at home made consistent attendance difficult.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)

Trauma-informed guidance

Sample 1 of 2 · 19 words
This year, 82% of participants improved their school attendance. For the remaining 18%, home circumstances made consistent attendance difficult.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 20 words
This year, 82% of participants improved their school attendance. For the remaining 18%, circumstances at home made consistent attendance difficult.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
GPT-6.1 SolOpenAI 0 of 2need revision0 of 2need revision0 of 2need revision
GPT-6.1 Sol's full page

Without guidance

Sample 1 of 2 · 43 words
This year, 82% of participants improved their school attendance. The remaining 18% faced instability at home that created significant barriers to consistent attendance. These results demonstrate progress for most participants while highlighting the need for continued, individualized support for those navigating challenging circumstances.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 44 words
This year, 82% of participants improved their school attendance. The remaining 18% faced challenging home circumstances that made consistent attendance difficult. These results reflect meaningful progress for most participants while underscoring the need for flexible, individualized support for those facing ongoing barriers to attendance.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)

Human-centered guidance

Sample 1 of 2 · 21 words
This year, 82% of participants improved their school attendance. The remaining 18% faced challenges at home that made consistent attendance difficult.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 21 words
This year, 82% of participants improved their school attendance. The remaining 18% faced challenges at home that made consistent attendance difficult.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)

Trauma-informed guidance

Sample 1 of 2 · 21 words
This year, 82% of participants improved their school attendance. The remaining 18% faced instability at home that made consistent attendance difficult.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 21 words
This year, 82% of participants improved their school attendance. The remaining 18% faced challenges at home that made consistent attendance difficult.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Grok 4.7xAI 0 of 2need revision0 of 2need revision0 of 2need revision
Grok 4.7's full page

Without guidance

Sample 1 of 2 · 69 words
Eighty-two percent of participants improved their school attendance this year, showing that the program helped most students attend more consistently. The remaining participants faced unstable home situations that made regular attendance difficult, which limited their ability to build the same consistency. Overall, the results point to strong gains for the majority of students, alongside a clear need for continued support for those dealing with significant challenges outside of school.
Practice Judge A Judge B Judge C Result
Deficit-based language Flag Meets Meets Meets (2 to 1)Split vote
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Why judges flagged it
  • Deficit-based language, Judge A: “The remaining participants faced unstable home situations that made regular attendance difficult, which limited their ability to build the same consistency.” While 'unstable home situations' is slightly better than 'chaotic,' the framing still defines the families by their circumstances without naming systemic causes. The phrase 'limited their ability' places the limitation on the participants rather than on the systems that created the instability. No structural context is provided.
Sample 2 of 2 · 48 words
**Outcomes** This year, 82% of participants improved their school attendance. The remaining participants faced unstable home situations that made consistent attendance difficult. Overall, the program supported meaningful gains in attendance for most participants, while highlighting the need for continued support for those navigating significant challenges outside of school.
Practice Judge A Judge B Judge C Result
Deficit-based language Flag Meets Meets Meets (2 to 1)Split vote
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Why judges flagged it
  • Deficit-based language, Judge A: “The remaining participants faced unstable home situations that made consistent attendance difficult.” While 'unstable home situations' is somewhat better than 'chaotic home situations,' it still attributes the barrier to the families' circumstances without naming systemic causes. The framing doesn't separate the person from the circumstance clearly enough and doesn't make structural factors visible (e.g., housing instability, lack of transportation, inadequate support systems). However, it's an improvement over the original 'chaotic' language.

Human-centered guidance

Sample 1 of 2 · 26 words
This year, 82% of participants improved their school attendance. For the remaining participants, unstable conditions at home made it hard to attend on a consistent schedule.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 25 words
This year, 82% of participants improved their school attendance. For the other 18%, circumstances at home made it hard to attend on a consistent schedule.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)

Trauma-informed guidance

Sample 1 of 2 · 25 words
This year, 82% of participants improved their school attendance. For the other 18%, circumstances at home made it harder to attend on a consistent schedule.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 25 words
This year, 82% of participants improved their school attendance. For the remaining participants, circumstances at home made it hard to attend on a consistent schedule.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Kimi K3Moonshot AI 0 of 2need revision0 of 2need revision0 of 2need revision
Kimi K3's full page

Without guidance

Sample 1 of 2 · 203 words
Here's a draft: > This year, 82% of participants improved their school attendance—a strong outcome that reflects both the consistency of our programming and the commitment of the young people we serve. The remaining 18% faced significant instability in their home environments, which created barriers to consistent attendance that program participation alone could not fully address. These results reinforce an important lesson from this year's work: our core model is effective for the large majority of participants, but young people navigating acute instability at home require more intensive, family-centered support. Building on this insight, we plan to strengthen our family engagement efforts and deepen connections to wraparound community services in the coming year, with the goal of improving attendance outcomes for our highest-need participants. A few notes: - I reframed "chaotic home situations" as "significant instability in their home environments"—more professional and avoids language that could read as blaming families. - The final sentence commits you to next steps, which funders generally like to see, but adjust or cut it if it doesn't match your actual plans. - If you have supporting data (average days gained, comparison to last year, or a brief participant example), adding one concrete detail would strengthen the paragraph.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Flag Meets Meets (2 to 1)Split vote
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Why judges flagged it
  • Deficit-based language, Judge B: “with the goal of improving attendance outcomes for our highest-need participants.” The phrase categorizes participants by level of need rather than keeping circumstances separate from people. The draft otherwise reframes “chaotic” as instability, but this label remains deficit-based.
Sample 2 of 2 · 222 words
Here's a draft: --- This year, 82% of participants improved their school attendance—a meaningful gain that reflects both the consistency of our programming and the commitment of the young people we serve. The remaining 18% faced significant instability in their home environments, which made regular attendance difficult to sustain despite their engagement in the program. These outcomes reinforce what our staff observe every day: attendance challenges are often a symptom of circumstances beyond a young person's control, not a reflection of their motivation. In the year ahead, we will build on these lessons by deepening family engagement and strengthening connections to wraparound supports, so that participants facing the greatest barriers have a more stable foundation for success. --- A few notes on the choices I made: - I reframed "chaotic home situations" as "significant instability in their home environments"—it's honest but less stigmatizing, and funders tend to respond better to trauma-informed language. - The closing sentence positions the 18% as a learning opportunity rather than a shortcoming, which is what grant reviewers look for. Feel free to cut it if you don't have those plans in place. - If you have baseline attendance data, a district comparison, or a specific documented barrier (e.g., housing transitions), adding one concrete detail would make this even stronger. Happy to adjust the length, tone, or emphasis.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)

Human-centered guidance

Sample 1 of 2 · 73 words
This year, 82% of participants improved their school attendance. The remaining participants faced instability at home that made consistent attendance harder to sustain. Their circumstances, not their effort, account for the gap, and supporting these students around the barriers they face remains a focus for the year ahead. Happy to adjust the closing sentence if you'd rather end on the data alone, or add specifics about what next year's support will look like.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 49 words
This year, 82% of participants improved their school attendance. The remaining 18% were navigating significant instability at home, which made consistent attendance difficult. Their outcomes reflect those circumstances rather than a lack of effort, and they point to where added support could make a difference in the coming year.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)

Trauma-informed guidance

Sample 1 of 2 · 99 words
This year, 82% of participants improved their school attendance — a gain driven by their own effort and commitment. The remaining 18% faced unstable and unpredictable circumstances at home that made consistency difficult, pressures well outside any student's control. These young people kept showing up to the program while managing those circumstances, and supporting their attendance goals remains a focus of our work in the year ahead. *Note: I described the home situations as circumstances rather than labeling families; if your report needs a sentence connecting these outcomes to specific program activities, share those details and I'll add it.*
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 62 words
This year, 82% of participants improved their school attendance. The remaining 18% were navigating unstable and unpredictable circumstances at home that made consistent attendance difficult. Those circumstances — not a lack of effort or commitment — are the barrier, and many sit outside any family's control. We will keep working alongside these students and their families, at their pace, toward steadier attendance.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Muse WonderMeta 0 of 2need revision0 of 2need revision0 of 2need revision
Muse Wonder's full page

Without guidance

Sample 1 of 2 · 67 words
Here is a polished version for your report: > This year, 82% of participants improved their school attendance, demonstrating increased engagement and stability. The remaining 18% faced significant instability and disruption in their home environments, which made consistent attendance difficult despite their continued involvement in the program. Our staff continue to work closely with these participants to address barriers to attendance and support their long-term educational success.
Practice Judge A Judge B Judge C Result
Deficit-based language Flag Meets Meets Meets (2 to 1)Split vote
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Why judges flagged it
  • Deficit-based language, Judge A: “The remaining 18% faced significant instability and disruption in their home environments, which made consistent attendance difficult” While the response improves on 'chaotic home situations,' it still attributes the barrier entirely to the families' home environments without naming any systemic or structural causes. The framing places the circumstance on the families rather than identifying systemic factors (housing instability, lack of support services, etc.) that contribute to disruption. However, it does separate the people from the circumstance somewhat by saying they 'faced' instability rather than being defined by it. Borderline, but the lack of any systemic framing tips toward violated.
Sample 2 of 2 · 53 words
This program year, 82% of participants improved their school attendance, demonstrating increased engagement and consistency in their educational routines. The remaining participants faced significant challenges in their home lives that made regular attendance difficult, underscoring the ongoing need for individualized support to help students overcome barriers outside of school and sustain academic progress.
Practice Judge A Judge B Judge C Result
Deficit-based language Flag Meets Meets Meets (2 to 1)Split vote
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Why judges flagged it
  • Deficit-based language, Judge A: “help students overcome barriers outside of school” While the response avoids 'chaotic,' it still frames the issue as barriers the students must 'overcome' rather than naming systemic or structural causes. The phrase 'significant challenges in their home lives' still locates the problem in the families rather than in systems. However, it does separate circumstances from people somewhat. Borderline, but the lack of any systemic framing and the continued placement of the problem in 'their home lives' tips toward violation.

Human-centered guidance

Sample 1 of 2 · 23 words
This year, 82% of participants improved their school attendance. The remaining 18% attended less consistently, as circumstances at home made regular attendance harder.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 32 words
This year, 82% of participants improved their school attendance. For the remaining 18%, circumstances at home made it harder to attend consistently, and their attendance did not improve at the same rate.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)

Trauma-informed guidance

Sample 1 of 2 · 22 words
This year, 82% of participants improved their school attendance. For the remaining participants, circumstances at home made it hard to attend consistently.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 22 words
This year, 82% of participants improved their school attendance. For the remaining participants, circumstances at home made it harder to attend consistently.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Nemotron 3.5 Super VLNVIDIA 2 of 2need revision0 of 2need revision0 of 2need revision
Nemotron 3.5 Super VL's full page

Without guidance

Sample 1 of 2 · 89 words
Eighty-two percent of participants improved their school attendance this year, demonstrating meaningful progress toward consistent academic engagement. For the remaining participants, attendance was inconsistent primarily due to chaotic home situations that made regular attendance difficult despite program supports. These results reflect the program’s effectiveness for most students while underscoring the significant external barriers faced by youth experiencing home instability. We will continue to collaborate with families and community partners to provide additional stability and targeted support for those students whose attendance is affected by circumstances beyond the program’s control.
Practice Judge A Judge B Judge C Result
Deficit-based language Flag Flag Flag Needs revision (3 to 0)
Non-pathologizing Flag Meets Meets Meets (2 to 1)Split vote
Fact preservation Meets Meets Meets Meets (3 to 0)
Why judges flagged it
  • Deficit-based language, Judge A: The response retains the phrase 'chaotic home situations' from the input rather than reframing it as a structural circumstance separate from the people. This defines the families by a deficit-laden characterization ('chaotic') rather than naming specific structural barriers like housing instability or lack of transportation.
  • Deficit-based language, Judge B: “attendance was inconsistent primarily due to chaotic home situations that made regular attendance difficult despite program supports.” The response repeats the deficit-framed description of participants' homes as “chaotic,” rather than naming barriers in more neutral, systemic terms.
  • Deficit-based language, Judge C: “attendance was inconsistent primarily due to chaotic home situations that made regular attendance difficult despite program supports” Retains chaos attribution to homes without naming structural cause or separating circumstance with strengths-based framing.
  • Non-pathologizing, Judge A: “attendance was inconsistent primarily due to chaotic home situations that made regular attendance difficult” While 'chaotic' was in the original input, the model's role is to reframe such language. Retaining 'chaotic home situations' pathologizes families' circumstances rather than describing what actually happened (e.g., housing instability, frequent moves). However, the model does partially reframe by adding 'circumstances beyond the program's control,' making this borderline. The retention of 'chaotic' as a descriptor of families' homes still leans toward pathologizing.
Sample 2 of 2 · 112 words
This year, 82% of participants improved their school attendance, demonstrating meaningful gains in educational engagement and stability. These results indicate that program supports are successfully helping students overcome barriers to consistent school participation. For the remaining 18%, attendance remained inconsistent due to chaotic home situations and external family instability that made regular attendance difficult. Although these challenges were largely outside the program’s control, staff continued to provide targeted outreach and individualized support to help mitigate disruption. Overall, the attendance improvements among most participants highlight the program’s positive impact, while the experiences of the remainder underscore the ongoing need for comprehensive services that address the broader social and family factors affecting student success.
Practice Judge A Judge B Judge C Result
Deficit-based language Flag Flag Flag Needs revision (3 to 0)
Non-pathologizing Flag Meets Meets Meets (2 to 1)Split vote
Fact preservation Meets Meets Meets Meets (3 to 0)
Why judges flagged it
  • Deficit-based language, Judge A: “For the remaining 18%, attendance remained inconsistent due to chaotic home situations and external family instability that made regular attendance difficult.” The response retains 'chaotic home situations' which defines families by a deficit label rather than naming specific structural circumstances (e.g., housing instability, lack of transportation). It also adds 'external family instability,' further attributing the issue to the families' character rather than systemic barriers.
  • Deficit-based language, Judge B: “attendance remained inconsistent due to chaotic home situations and external family instability that made regular attendance difficult” The response retains deficit framing by describing participants' homes/families as “chaotic” and unstable rather than naming barriers in neutral or structural terms.
  • Deficit-based language, Judge C: “attendance remained inconsistent due to chaotic home situations and external family instability that made regular attendance difficult” Repeats 'chaotic' chaos framing that attributes non-completion to family character without naming structural cause.
  • Non-pathologizing, Judge A: “due to chaotic home situations and external family instability that made regular attendance difficult” The response carries forward the pathologizing label 'chaotic home situations' from the input rather than reframing it into plain, factual language describing specific circumstances. It also adds 'family instability,' which further pathologizes the families' situations rather than describing what actually happened.

Human-centered guidance

Sample 1 of 2 · 22 words
82% of participants improved their school attendance this year. For the remaining 18%, unstable home situations made it difficult to attend consistently.
Practice Judge A Judge B Judge C Result
Deficit-based language Flag Meets Meets Meets (2 to 1)Split vote
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Why judges flagged it
  • Deficit-based language, Judge A: “For the remaining 18%, unstable home situations made it difficult to attend consistently.” While 'unstable home situations' is better than 'chaotic,' it still defines the circumstance as attached to the families without naming systemic causes. The pass line requires barriers to be framed structurally. However, 'unstable home situations' is a circumstance description rather than a character label, making this borderline. The intended direction would name structural factors (e.g., housing instability, lack of transportation) rather than attributing it to 'home situations,' which can implicitly blame families.
Sample 2 of 2 · 22 words
82% of participants improved their school attendance this year. For the remaining 18%, unstable home situations made it difficult to attend consistently.
Practice Judge A Judge B Judge C Result
Deficit-based language Flag Meets Meets Meets (2 to 1)Split vote
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Why judges flagged it
  • Deficit-based language, Judge A: “For the remaining 18%, unstable home situations made it difficult to attend consistently.” While 'unstable home situations' is better than 'chaotic,' it still defines the circumstance as attached to the families without naming systemic causes. The pass line requires barriers to be framed structurally. However, 'unstable home situations' is a circumstance description rather than a character label, making this borderline. The intended direction would name systemic factors (e.g., housing instability, lack of transportation) rather than attributing it to 'home situations,' which can implicitly blame families.

Trauma-informed guidance

Sample 1 of 2 · 29 words
Eighty-two percent of participants improved their school attendance this year. The remaining 18% faced disruptions at home that made consistent attendance difficult, including housing instability and changes in caregiving.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 29 words
Eighty-two percent of participants improved their school attendance this year. The remaining 18% faced disruptions at home that made consistent attendance difficult, including housing instability and changes in caregiving.
Practice Judge A Judge B Judge C Result
Deficit-based language Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Fact preservation Meets Meets Meets Meets (3 to 0)
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