[
  {
    "id": "npu-2026-09",
    "title": "Parents on school AI, screens and instruction",
    "publisher": "National Parents Union / Echelon Insights",
    "kind": "Survey",
    "audiences": [
      "Parents"
    ],
    "topics": [
      "Student AI",
      "Screen time",
      "School-issued devices",
      "AI literacy",
      "Digital literacy"
    ],
    "published": "2026-09-28",
    "fieldwork": "September 7–11, 2026",
    "population": "1,528 U.S. parents of K–12 public-school pupils",
    "method": "Online non-probability sample from Cint/Lucid; quotas and demographic weighting. Publisher reports ±2.6 points using a random-sample calculation; this does not capture all non-probability sampling error.",
    "funding": "Commissioned by National Parents Union, an advocacy organization.",
    "findings": [
      {
        "value": "71%",
        "label": "Support banning student chatbot use during the school day"
      },
      {
        "value": "85%",
        "label": "Support schools teaching AI safety"
      },
      {
        "value": "77%",
        "label": "Support teaching effective AI use"
      },
      {
        "value": "78%",
        "label": "Prefer limiting K–2 learning screen time; 11% prefer a ban"
      },
      {
        "value": "58%",
        "label": "Prefer laptops on carts for designated use; 38% prefer desks all day"
      }
    ],
    "questionNote": "Separate policy-support items and screen/device questions. The publisher provides wording and response tables. Support combines strong and somewhat support where applicable.",
    "limitation": "Responses to separate questions cannot identify which individual parents support both. Different May wording prevents a simple trend. These are national views, not local district opinion or evidence of learning effects.",
    "source": "https://parentsonai.org/",
    "methodSource": "https://parentsonai.org/",
    "policyUse": "Pair age-specific limits with the separate question of teaching safe and informed use.",
    "checked": "2026-10-05"
  },
  {
    "id": "gallup-screens-2026",
    "title": "Teachers’ views of classroom learning devices",
    "publisher": "Gallup / Walton Family Foundation / Joan Ganz Cooney Center",
    "kind": "Survey",
    "audiences": [
      "Teachers"
    ],
    "topics": [
      "Screen time",
      "School-issued devices"
    ],
    "published": "2026-09-16",
    "fieldwork": "May 6–29, 2026",
    "population": "2,101 U.S. K–12 public-school teachers",
    "method": "National probability-based teacher panel; see the linked study for weighting and questionnaire.",
    "funding": "Walton Family Foundation–Gallup study with the Joan Ganz Cooney Center.",
    "findings": [
      {
        "value": "61%",
        "label": "Want less student time on learning devices"
      },
      {
        "value": "59%",
        "label": "Agree the digital tools they use help students learn effectively"
      },
      {
        "value": "34%",
        "label": "Strongly support a daily maximum for device time"
      }
    ],
    "questionNote": "Different items measure preferred device time, perceived effectiveness and strong support for a daily maximum. “Strongly support” is not total support.",
    "limitation": "Teacher perceptions and self-reported use do not establish causal effects. Learning devices are distinct from personal phones.",
    "source": "https://news.gallup.com/poll/714479/screens-ubiquitous-classrooms-teachers-split-efficacy.aspx",
    "methodSource": "https://news.gallup.com/poll/714479/screens-ubiquitous-classrooms-teachers-split-efficacy.aspx",
    "policyUse": "Ask about purpose and classroom oversight alongside screen duration.",
    "checked": "2026-10-05"
  },
  {
    "id": "pew-teens-2026",
    "title": "Teen chatbot use and parents’ comfort with it",
    "publisher": "Pew Research Center",
    "kind": "Survey",
    "audiences": [
      "Students",
      "Parents"
    ],
    "topics": [
      "Student AI",
      "AI literacy",
      "Online safety"
    ],
    "published": "2026-02-24",
    "fieldwork": "September 25–October 9, 2025",
    "population": "1,458 U.S. teens ages 13–17 and their parents",
    "method": "Online Ipsos KnowledgePanel recruitment through parents; weighted national estimates. Overall margin of error ±3.3 percentage points for each population.",
    "funding": "Published by Pew Research Center; survey collection by Ipsos.",
    "findings": [
      {
        "value": "54%",
        "label": "Of teens report ever using chatbots for schoolwork help"
      },
      {
        "value": "18%",
        "label": "Of parents would accept chatbot emotional support for their teen"
      }
    ],
    "questionNote": "Separate teen use and parent acceptability questions. The schoolwork figure uses all teens, not only chatbot users. Original wording and tables are linked.",
    "limitation": "Fieldwork was in 2025 despite the 2026 publication. Comfort differs by use case. Neither statistic measures support for a school ban.",
    "source": "https://www.pewresearch.org/internet/2026/02/24/how-teens-use-and-view-ai/",
    "methodSource": "https://www.pewresearch.org/wp-content/uploads/sites/20/2026/02/PI_2026.02.24_Teens-and-AI_TOPLINE.pdf",
    "additionalSource": "https://www.pewresearch.org/internet/2026/02/24/what-parents-say-about-their-teens-ai-use/",
    "policyUse": "Distinguish homework assistance, information seeking and companionship.",
    "checked": "2026-10-05"
  },
  {
    "id": "rand-panels-2025",
    "title": "How students, parents and district leaders view AI",
    "publisher": "RAND",
    "kind": "Survey synthesis",
    "audiences": [
      "Students",
      "Parents",
      "Teachers",
      "Administrators"
    ],
    "topics": [
      "Student AI",
      "AI literacy"
    ],
    "published": "2025-09-30",
    "fieldwork": "October 2024–June 2025 across eight survey samples",
    "population": "Eight samples, including 984 parents of 12–17-year-olds and 232 district leaders; denominators differ by item",
    "method": "National survey panels plus a small, nonrepresentative leader-interview sample. District sample weighting cannot eliminate unobserved selection differences.",
    "funding": "See report acknowledgments for funding and partner details.",
    "findings": [
      {
        "value": "61% / 22%",
        "label": "Parents / district leaders agreeing that more AI use could harm student critical thinking"
      },
      {
        "value": "35%",
        "label": "District leaders reporting student AI training in spring 2025"
      }
    ],
    "questionNote": "Item wording appears in figure notes; the Data Sources and Methods section lists eight samples. The parent–leader comparison uses different samples.",
    "limitation": "These are beliefs and reports, not measured cognitive harm or verified policy coverage. Different populations and dates are not a single matched trend.",
    "source": "https://www.rand.org/pubs/research_reports/RRA4180-1.html",
    "methodSource": "https://www.rand.org/content/dam/rand/pubs/research_reports/RRA4100/RRA4180-1/RAND_RRA4180-1.pdf",
    "policyUse": "Surface differences between leadership assumptions and family/student concerns.",
    "checked": "2026-10-05"
  },
  {
    "id": "gallup-guidance-2026",
    "title": "Teachers’ reported access to AI guidance",
    "publisher": "Gallup / Walton Family Foundation",
    "kind": "Survey",
    "audiences": [
      "Teachers"
    ],
    "topics": [
      "Student AI",
      "AI literacy",
      "Staff AI"
    ],
    "published": "2026-05-26",
    "fieldwork": "February 9–March 2, 2026",
    "population": "2,069 U.S. K–12 public-school teachers",
    "method": "National probability-based teacher panel.",
    "funding": "Walton Family Foundation–Gallup research partnership.",
    "findings": [
      {
        "value": "18%",
        "label": "Report formal guidance on AI work tasks"
      },
      {
        "value": "48%",
        "label": "Report informal guidance only"
      },
      {
        "value": "34%",
        "label": "Report no guidance across the measured tasks"
      }
    ],
    "questionNote": "Formal means written policy or official guidance; informal includes discussions and shared norms. Ten work tasks were measured.",
    "limitation": "A teacher reporting no guidance does not prove the district has no policy. These figures concern staff work, not student AI permission.",
    "source": "https://news.gallup.com/poll/710534/teachers-receive-no-formal-guidance.aspx",
    "methodSource": "https://news.gallup.com/poll/710534/teachers-receive-no-formal-guidance.aspx",
    "policyUse": "Check whether adopted rules reach the educators expected to use them.",
    "checked": "2026-10-05"
  },
  {
    "id": "rand-youth-2026",
    "title": "Student AI use and concerns about thinking",
    "publisher": "RAND",
    "kind": "Survey",
    "audiences": [
      "Students"
    ],
    "topics": [
      "Student AI",
      "AI literacy"
    ],
    "published": "2026-03-17",
    "fieldwork": "December 2025; selected comparisons with February and May 2025",
    "population": "1,214 youth ages 12–29; includes middle school, high school and college",
    "method": "RAND American Youth Panel; the report provides grade-specific results and methods.",
    "funding": "Gates Foundation-funded research.",
    "findings": [
      {
        "value": "67%",
        "label": "Agree greater AI schoolwork use could harm critical thinking"
      }
    ],
    "questionNote": "Agreement with a belief statement about AI and thinking. The overall result includes college students; use grade-specific tables for K–12 analysis.",
    "limitation": "Not a K–12-only estimate and not a measured learning effect. Do not attach this percentage to all schoolchildren.",
    "source": "https://www.rand.org/pubs/research_reports/RRA4742-1.html",
    "methodSource": "https://www.rand.org/pubs/research_reports/RRA4742-1.html",
    "policyUse": "Discuss when AI supports thinking and when it replaces students’ work.",
    "checked": "2026-10-05"
  },
  {
    "id": "gallup-cs-2020",
    "title": "Historical baseline: views of computer-science learning",
    "publisher": "Gallup / Google",
    "kind": "Survey",
    "audiences": [
      "Parents",
      "Students",
      "Teachers",
      "Administrators"
    ],
    "topics": [
      "Computer science"
    ],
    "published": "2020-09-29",
    "fieldwork": "Late January–early March 2020",
    "population": "2,092 parents, 1,402 grade 7–12 students, 979 teachers, 1,521 principals and 1,479 superintendents",
    "method": "Online Gallup Panel samples for families and teachers; a sample provider for school leaders. Methods and weighting are in the report.",
    "funding": "Google-supported Gallup research.",
    "findings": [
      {
        "value": "69% / 40%",
        "label": "Parents / students rating CS learning important or very important"
      }
    ],
    "questionNote": "Respondents were given a definition of CS that distinguishes computing concepts and programming from routine device use.",
    "limitation": "Historical, pre-pandemic evidence—not current 2026 sentiment. Different respondent groups and recruitment routes need care.",
    "source": "https://news.gallup.com/opinion/gallup/320354/parents-think-computer-science-education-important.aspx",
    "methodSource": "https://services.google.com/fh/files/misc/computer-science-education-in-us-k12schools-2020-report.pdf",
    "policyUse": "Ask whether learners see the same purpose in CS that adults do.",
    "checked": "2026-10-05"
  },
  {
    "id": "commonsense-dcit-2024",
    "title": "How educators implement digital-citizenship lessons",
    "publisher": "Common Sense Media",
    "kind": "Provider implementation report",
    "audiences": [
      "Teachers",
      "Administrators"
    ],
    "topics": [
      "Digital citizenship",
      "Digital literacy",
      "Media literacy",
      "Online safety"
    ],
    "published": "2024-06",
    "fieldwork": "May 2023 implementation survey; report also combines other evidence",
    "population": "Implementation analysis of 1,749 experienced curriculum users within 2,097 educator respondents",
    "method": "Survey of registered educators, conducted with University of New Hampshire researchers. Selected curriculum users, not a representative national teacher sample.",
    "funding": "Report published by the curriculum provider.",
    "findings": [
      {
        "value": "49%",
        "label": "Of sampled implementers report covering all six curriculum topic areas"
      }
    ],
    "questionNote": "Implementation section, pages 10–12: educator-reported lesson coverage. Do not combine with the separate quiz or annual-survey samples.",
    "limitation": "Provider research and self-selected users. This statistic measures reported coverage, not causal effectiveness or national teaching prevalence.",
    "source": "https://www.commonsensemedia.org/sites/default/files/featured-content/files/digital-citizenship-curriculum-impact-report_june-2024.pdf",
    "methodSource": "https://www.commonsensemedia.org/sites/default/files/featured-content/files/digital-citizenship-curriculum-impact-report_june-2024.pdf",
    "policyUse": "Check whether a curriculum listing translates into a complete learning sequence.",
    "checked": "2026-10-05"
  }
]
