{
  "slug": "student-sexual-assault",
  "question": "How likely is a woman in higher education to experience sexual assault during her studies?",
  "category": "crime",
  "tags": [
    "relationships",
    "mental-health"
  ],
  "no_reliable_estimate": false,
  "perceived": {
    "description": "Public perception of sexual assault on campuses varies enormously by country and cultural context. In the US, a series of high-profile cases, the AAU 2019 campus climate survey, and the Title IX regulatory framework have raised awareness to levels not seen in comparable educational systems. In other high-income countries — Australia, the UK, Germany — awareness is lower despite comparably measured prevalence. Globally, the risk is systematically underestimated: women in higher education who are assaulted most often do not report to authorities, and many frame the experience in ways that diverge from legal definitions of assault. The multi- year exposure of a university degree means cumulative probability is substantially higher than annual rates would suggest.\n",
    "kind": "intuition"
  },
  "native": {
    "display": "17.5 in 100 women students globally report sexual assault during higher education",
    "numerator": 17,
    "denominator": 100,
    "unit": "multi-year cumulative (study period)",
    "population": "women enrolled in higher education globally (Lancet 2021 meta-analysis, 56 countries)"
  },
  "normalized": {
    "lifetime_us_adult": 0.175,
    "display": "approximately 1 in 6 women students globally; 1 in 4 in US undergraduate surveys",
    "log_value": -0.76,
    "assumptions": "Brubaker et al. 2021 (Lancet) meta-analysis of 366 studies across 56 countries: 17.5% of women students report sexual assault during higher education. US data (AAU 2019, n=181,752): 25.9% of undergrad women report nonconsensual sexual contact since enrollment; 13.0% report nonconsensual penetration. The headline (0.175) uses the Lancet global meta-analysis as the primary source. The US AAU figure (0.26) is cited for comparison. UK NUS 2018: 12% rape, 25% unwanted sexual contact during studies. Australia AHRC 2021 National Student Safety Survey: 4.5% sexual assault, 16.3% sexual harassment during study period. Scope is subgroup_lifetime (women enrolled in higher education, study period cumulative). Definitional heterogeneity is substantial; see caveats. Low (0.05): narrower definitions (penetration only, studies with lower recall). High (0.30): US-specific broad definitions including all nonconsensual sexual contact.\n",
    "uncertainty": {
      "low": 0.05,
      "high": 0.3
    },
    "scope": "subgroup_lifetime"
  },
  "sources": [
    {
      "url": "https://www.thelancet.com/journals/lancet/article/PIIS0140-6736(21)01373-X/fulltext",
      "title": "The prevalence of sexual violence among women students in higher education: a systematic review and meta-analysis",
      "publisher": "The Lancet",
      "source_type": "peer_reviewed",
      "statistic": "17.5% of women students report sexual assault during higher education — global meta-analysis of 366 studies across 56 countries",
      "excerpt": "\"Of 366 studies included, the pooled prevalence of sexual assault among women students in higher education was 17.5% (95% CI 15.6–19.4%). The prevalence was consistent across major world regions although confidence intervals were wide. Studies using broader definitions (including verbal and psychological coercion) reported higher rates than studies using narrower definitions limited to completed rape.\"\n",
      "source_date": "2021-07-01",
      "source_accessed": "2026-05-04",
      "calculation_notes": "Brubaker et al. 2021 Lancet — global systematic review and meta-analysis. 366 studies from 56 countries, with PROSPERO registration. The 17.5% pooled prevalence (95%CI 15.6–19.4%) is the native rate. Normalized directly: 0.175, scope = subgroup_lifetime (women students, study-period cumulative). No conversion needed as this is already expressed as a cumulative probability over the higher education period.\n"
    },
    {
      "url": "https://www.aau.edu/sites/default/files/AAU-Files/Key-Issues/Campus-Safety/Revised%20Aggregate%20report%20%20and%20appendices%201-7_(01-16-2020_FINAL).pdf",
      "title": "AAU Campus Climate Survey on Sexual Assault and Misconduct 2019",
      "publisher": "Association of American Universities",
      "source_type": "reputable_reference",
      "statistic": "25.9% of undergraduate women report nonconsensual sexual contact since enrollment; 13.0% report nonconsensual penetration; largest US campus sexual climate survey (181,752 respondents)",
      "excerpt": "\"Among undergraduate women, 25.9 percent reported experiencing nonconsensual sexual contact by physical force, threats of physical force, or incapacitation since enrollment at their institution. Among the same group, 13.0 percent reported experiencing nonconsensual penetration. The survey was administered across 33 AAU universities, yielding 181,752 completed responses.\"\n",
      "source_date": "2020-01-16",
      "source_accessed": "2026-05-04",
      "archive_url": "http://web.archive.org/web/20260510011136/https://www.aau.edu/sites/default/files/AAU-Files/Key-Issues/Campus-Safety/Revised%20Aggregate%20report%20%20and%20appendices%201-7_(01-16-2020_FINAL).pdf",
      "calculation_notes": "AAU Campus Climate Survey 2019 — revised final report. n=181,752 across 33 research universities. The 25.9% \"nonconsensual sexual contact\" figure and 13.0% penetration figure are the US-specific anchor. AAU universities are selective research institutions, possibly not representative of all US colleges; the figures are used here as the US-specific corroboration for the Lancet global meta-analysis headline.\n"
    },
    {
      "url": "https://humanrights.gov.au/our-work/sex-discrimination/publications/national-student-safety-survey-2022",
      "title": "National Student Safety Survey 2022",
      "publisher": "Australian Human Rights Commission",
      "source_type": "govt_report",
      "statistic": "4.5% of women students in Australia experienced sexual assault during their time at university; 16.3% experienced sexual harassment",
      "excerpt": "\"The National Student Safety Survey found that 4.5 percent of women students experienced sexual assault during their time at university or college. An additional 16.3 percent experienced sexual harassment. Most incidents were not formally reported to universities; the most common reason for non-reporting was uncertainty about whether the incident was serious enough.\"\n",
      "source_date": "2022-01-01",
      "source_accessed": "2026-05-04",
      "calculation_notes": "AHRC National Student Safety Survey 2022. The 4.5% sexual assault rate for Australian women students (narrower definition than the Lancet meta or AAU survey) provides a lower-bound anchor. The 16.3% harassment rate is contextual. The narrower definition explains why the AHRC figure is lower than the global meta; both are likely measuring the same phenomenon with different definitional inclusion thresholds.\n"
    }
  ],
  "comparison_anchors": [
    {
      "label": "Sexual assault lifetime (all women, general population)",
      "lifetime_us_adult": 0.2
    },
    {
      "label": "Intimate partner violence (lifetime, women)",
      "lifetime_us_adult": 0.3
    }
  ],
  "personal_factor_multipliers": [
    {
      "factor": "First year of study",
      "multiplier": 2.5,
      "notes": "First-semester risk is disproportionately high ('red zone' — first 8 weeks of college); NISVS and campus studies consistently show this peak"
    },
    {
      "factor": "Fraternity/sorority membership (US context)",
      "multiplier": 1.7,
      "notes": "US campus studies: fraternity-affiliated social environments associated with 1.5–2× elevated risk for women"
    }
  ],
  "short_label": "Student sexual assault",
  "myth_framing": "underrated",
  "outcome_severity": "serious_harm",
  "exposure_pattern": "acute",
  "outcome_type": "mental_trauma",
  "valence": "negative",
  "caveats": "Definitional heterogeneity is the primary methodological challenge. The Lancet 2021 meta-analysis pools studies using widely varying definitions: some include verbal coercion, some require physical force, some cover any nonconsensual contact, and some are limited to penetration. The 17.5% headline is a pooled average across these heterogeneous studies. The US AAU figure (25.9% contact, 13% penetration) reflects broader definitions than many international studies. Direct cross-country comparison requires care: a 4.5% rate in Australia and 17.5% globally may reflect definitional variation rather than prevalence differences. Reporting rates are very low across all settings (typically 5–20%), meaning these figures come from research surveys, not crime statistics. Study period varies (1 year vs. entire degree); the cumulative-over-degree framing used in most US studies produces higher rates than annual estimates.\n",
  "quality_score": {
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    "d2": 5,
    "d3": 5,
    "d4": 5,
    "d5": 5,
    "d6": 5,
    "d7": 4,
    "d8": 5,
    "avg": 4.625,
    "scored_by": "extracted-from-transcript",
    "scored_at": "2026-05-16",
    "methodology_version": "1.0"
  },
  "reviewer": "8d-eval-2026-05-16",
  "last_reviewed": "2026-05-16",
  "reviewed": true,
  "generated_at": "2026-05-04",
  "image": {
    "alt": "A flat vector illustration of an empty university corridor at night, muted tones."
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  "attribution": "Likelier — https://likelier.app",
  "license": "https://creativecommons.org/licenses/by-sa/4.0/",
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