{
 "id": "xpn",
 "slug": "expert-networks",
 "code": "XPN",
 "roman": "XIV",
 "name": "Expert Networks & Surveys",
 "definition": "Expert network and survey data is primary research: paid consultations with industry practitioners, and the quantified surveys and transcript libraries built on that access.",
 "primer": "Expert networks and survey panels supply primary research rather than passively collected exhaust. Networks broker one-on-one calls with industry practitioners, while survey platforms field structured questionnaires to defined audiences and quantify the answers. Investors use them to test a thesis, fill an information gap, and triangulate against other data. The central considerations are compliance — managing material non-public information and conflicts — alongside expert quality, panel representativeness, and the controls around how insights are sourced and recorded.",
 "typicalUniverse": "Broad: any company or industry a practitioner can speak to; deepest in technology, health care, consumer and industrials, and in private companies with no public data.",
 "counts": {
  "providers": 24,
  "verified": 23,
  "withSample": 0
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 "links": {
  "html": "https://altdataatlas.com/category/expert-networks",
  "markdown": "https://altdataatlas.com/category/expert-networks.md",
  "json": "https://altdataatlas.com/api/categories/expert-networks.json"
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 "coverage": [
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   "providers": 26,
   "stated": 2,
   "html": "https://altdataatlas.com/coverage/expert-networks/energy",
   "markdown": "https://altdataatlas.com/coverage/expert-networks/energy.md",
   "json": "https://altdataatlas.com/api/coverage/expert-networks/energy.json"
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  {
   "sector": "Materials",
   "providers": 26,
   "stated": 2,
   "html": "https://altdataatlas.com/coverage/expert-networks/materials",
   "markdown": "https://altdataatlas.com/coverage/expert-networks/materials.md",
   "json": "https://altdataatlas.com/api/coverage/expert-networks/materials.json"
  },
  {
   "sector": "Industrials",
   "providers": 26,
   "stated": 3,
   "html": "https://altdataatlas.com/coverage/expert-networks/industrials",
   "markdown": "https://altdataatlas.com/coverage/expert-networks/industrials.md",
   "json": "https://altdataatlas.com/api/coverage/expert-networks/industrials.json"
  },
  {
   "sector": "Consumer Discretionary",
   "providers": 34,
   "stated": 7,
   "html": "https://altdataatlas.com/coverage/expert-networks/consumer-discretionary",
   "markdown": "https://altdataatlas.com/coverage/expert-networks/consumer-discretionary.md",
   "json": "https://altdataatlas.com/api/coverage/expert-networks/consumer-discretionary.json"
  },
  {
   "sector": "Consumer Staples",
   "providers": 32,
   "stated": 7,
   "html": "https://altdataatlas.com/coverage/expert-networks/consumer-staples",
   "markdown": "https://altdataatlas.com/coverage/expert-networks/consumer-staples.md",
   "json": "https://altdataatlas.com/api/coverage/expert-networks/consumer-staples.json"
  },
  {
   "sector": "Health Care",
   "providers": 30,
   "stated": 5,
   "html": "https://altdataatlas.com/coverage/expert-networks/health-care",
   "markdown": "https://altdataatlas.com/coverage/expert-networks/health-care.md",
   "json": "https://altdataatlas.com/api/coverage/expert-networks/health-care.json"
  },
  {
   "sector": "Financials",
   "providers": 30,
   "stated": 3,
   "html": "https://altdataatlas.com/coverage/expert-networks/financials",
   "markdown": "https://altdataatlas.com/coverage/expert-networks/financials.md",
   "json": "https://altdataatlas.com/api/coverage/expert-networks/financials.json"
  },
  {
   "sector": "Information Technology",
   "providers": 31,
   "stated": 6,
   "html": "https://altdataatlas.com/coverage/expert-networks/information-technology",
   "markdown": "https://altdataatlas.com/coverage/expert-networks/information-technology.md",
   "json": "https://altdataatlas.com/api/coverage/expert-networks/information-technology.json"
  },
  {
   "sector": "Communication Services",
   "providers": 30,
   "stated": 4,
   "html": "https://altdataatlas.com/coverage/expert-networks/communication-services",
   "markdown": "https://altdataatlas.com/coverage/expert-networks/communication-services.md",
   "json": "https://altdataatlas.com/api/coverage/expert-networks/communication-services.json"
  },
  {
   "sector": "Utilities",
   "providers": 26,
   "stated": 2,
   "html": "https://altdataatlas.com/coverage/expert-networks/utilities",
   "markdown": "https://altdataatlas.com/coverage/expert-networks/utilities.md",
   "json": "https://altdataatlas.com/api/coverage/expert-networks/utilities.json"
  },
  {
   "sector": "Real Estate",
   "providers": 25,
   "stated": 2,
   "html": "https://altdataatlas.com/coverage/expert-networks/real-estate",
   "markdown": "https://altdataatlas.com/coverage/expert-networks/real-estate.md",
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 ],
 "asOf": {
  "register": "2026-09-24",
  "coverage": "2026-09-29",
  "latest": "2026-09-29"
 },
 "license": {
  "name": "AltData Atlas Data Licence v1",
  "url": "https://altdataatlas.com/agents#licence"
 },
 "citation": "AltData Atlas, Expert Networks & Surveys (https://altdataatlas.com/category/expert-networks), as of 2026-09-24. AltData Atlas Data Licence v1.",
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   "name": "AlphaSights",
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   "description": "Data on streaming services subscribers and viewership by title, sourced via on-demand service providers and consumer surveys.",
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   "id": "atheneum",
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   "description": "Global expert-network and primary-research provider.",
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   "tier": "stated",
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   "description": "Survey data on local digital ad spend, sourced from 7.500 small-medium sized businesses, with granularity to the county level. Founded in 2001; 16 employees.",
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    "Financials",
    "Information Technology",
    "Communication Services",
    "Utilities",
    "Real Estate"
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   "regions": [
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   "approxCount": 20000000,
   "tickerMapped": null,
   "coverageSince": null,
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   "id": "civicscience",
   "name": "CivicScience",
   "category": "expert-networks",
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   "hasSample": false,
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   "id": "coleman-research",
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   "description": "Expert network connecting investors with industry specialists.",
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    "Health Care",
    "Financials",
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   "name": "Dialectica",
   "category": "expert-networks",
   "description": "Expert-network and primary-research services for investors and consultancies.",
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   "description": "Alternative data aggregator, consultant and education services to buy-side clients. Founded in 2012; 30 employees.",
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   "tickerMapped": null,
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   "id": "eilers-krejcik-gaming",
   "name": "Eilers & Krejcik Gaming",
   "category": "expert-networks",
   "description": "Survey data and consulting services covering the casino gaming industry. Founded in 2012; 7 employees.",
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    "Information Technology",
    "Communication Services",
    "Utilities",
    "Real Estate"
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   "regions": [
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   "tickerMapped": false,
   "coverageSince": 2012,
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  },
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   "id": "glg",
   "name": "GLG",
   "category": "expert-networks",
   "description": "Expert network connecting investors with industry practitioners for primary research.",
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   "id": "grapedata",
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   "category": "expert-networks",
   "description": "We are an AI driven alternative data sourcing platform through which investment managers can instantly connect with any individual or group of individuals globa",
   "historySince": null,
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   "priceBand": "unknown",
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   "verified": true,
   "tier": "stated",
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    "Communication Services",
    "Utilities",
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   "regions": [
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   "tickerMapped": null,
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  },
  {
   "id": "guidepoint",
   "name": "Guidepoint",
   "category": "expert-networks",
   "description": "Expert network and primary-research platform with survey and data offerings.",
   "historySince": 2003,
   "delivery": [
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    "Dashboard"
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   "priceBand": "enterprise",
   "hasSample": false,
   "verified": true,
   "tier": "inferred",
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   "signals": [
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    "Consumer Discretionary",
    "Consumer Staples",
    "Health Care",
    "Financials",
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    "Utilities",
    "Real Estate"
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   "regions": [
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   "approxCount": null,
   "tickerMapped": null,
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  },
  {
   "id": "h2o",
   "name": "h2o",
   "category": "expert-networks",
   "description": "Machine learning platform allowing insights without data science expertise. Founded in 2012; 87 employees.",
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   "delivery": [],
   "priceBand": "unknown",
   "hasSample": false,
   "verified": true,
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    "Health Care",
    "Financials",
    "Information Technology",
    "Communication Services",
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   "regions": [
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  {
   "id": "native",
   "name": "Native",
   "category": "expert-networks",
   "description": "Bespoke data collected by trained local data collectors worldwide, e.g. monitoring in-store pricing, stocking and execution, consumer interviews, occupancy rate",
   "historySince": null,
   "delivery": [],
   "priceBand": "unknown",
   "hasSample": false,
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   "sectors": [
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   "regions": [
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    "Latin America",
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   "approxCount": null,
   "tickerMapped": false,
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  {
   "id": "paynxt360",
   "name": "Paynxt360",
   "category": "expert-networks",
   "description": "Survey and central bank data and consulting services on global consumer spending.",
   "historySince": null,
   "delivery": [],
   "priceBand": "unknown",
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   "verified": true,
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   "regions": [
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   "id": "prosapient",
   "name": "proSapient",
   "category": "expert-networks",
   "description": "Expert-network platform combining calls, surveys, and a knowledge library.",
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   "delivery": [
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   "hasSample": false,
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   "id": "prosper-insights-analytics",
   "name": "Prosper Insights & Analytics",
   "category": "expert-networks",
   "description": "Proprietary dataset of US and China consumer survey data. US - 15 years of data, tracks 7,500 monthly respondents for 1,290 brands/296 tickers. China - 8 years ",
   "historySince": null,
   "delivery": [],
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   "approxCount": null,
   "tickerMapped": false,
   "coverageSince": 2009,
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   "id": "redtech",
   "name": "RedTech",
   "category": "expert-networks",
   "description": "Survey data on Chinese companies, including BABA, BIDU, Tencent, JD, CTRP, WB, EDU, TAL, VIPS, Ant Financial, Meituan, Didi, and Toutiao. Founded in 2009; 11 em",
   "historySince": null,
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   "id": "riwi-data",
   "name": "RIWI Data",
   "category": "expert-networks",
   "description": "Bespoke survey data and consulting covering consumer sector available in low latency with global coverage. Founded in 2009; 23 employees.",
   "historySince": null,
   "delivery": [],
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   "verified": true,
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}