{
  "_meta": {
    "dataset": "american-muslim-financial-behavior-2026",
    "name": "American Muslim Financial Behavior Study — Data Tables (2026)",
    "description": "The 14 aggregated data tables behind HalalWallet's behavioral study of 11,432 American Muslim visitors (Mar 7 – Apr 26, 2026): traffic and AI-engine discovery mix, provider comparison shortlists, wizard answer distributions, day-of-week religious rhythm, state-by-category over-indexing, and the compliance-gap tables (including the 0% Faraid-compliant will finding).",
    "url": "https://www.halalwallet.us/data/american-muslim-financial-behavior-2026",
    "downloadUrl": "https://www.halalwallet.us/api/data/american-muslim-financial-behavior-2026.json",
    "publisher": {
      "@type": "Organization",
      "name": "HalalWallet",
      "url": "https://www.halalwallet.us",
      "logo": "https://www.halalwallet.us/mainlogo_1.png"
    },
    "license": "CC BY 4.0",
    "licenseUrl": "https://creativecommons.org/licenses/by/4.0/",
    "datePublished": "2026-07-02",
    "dateModified": "2026-07-02",
    "temporalCoverage": "2026-03-07/2026-04-26",
    "spatialCoverage": "United States",
    "citation": "HalalWallet. \"American Muslim Financial Behavior Study — Data Tables (2026).\" 2026-07-02. https://www.halalwallet.us/data/american-muslim-financial-behavior-2026",
    "changelog": [
      {
        "date": "2026-07-02",
        "note": "Initial public release: all 14 aggregated tables from frozen snapshot 2026-04-26_v1.2, accompanying the American Muslim Money behavioral study."
      }
    ],
    "generatedAt": "2026-07-03T02:33:48.118Z",
    "study": {
      "study": "American Muslim Money: A Behavioral Portrait (2026)",
      "snapshot": "2026-04-26_v1.2",
      "window": {
        "start": "2026-03-07",
        "end": "2026-04-26",
        "days": 50
      },
      "platformBase": {
        "uniqueVisitors": 11432,
        "trackedEvents": 253736,
        "pageViews": 25142,
        "pageViewSessions": 14785,
        "visitorSessions": 16301
      },
      "structuredResponseBase": {
        "uniqueVisitors": 662,
        "uniqueSessions": 727
      },
      "notes": [
        "All tables are aggregated counts/percentages from the frozen snapshot; no personally identifying information.",
        "Table trafficSources attributes by referrer hostname per source row; headline AI-engine totals in the published study use the union of referrer + UTM detection and are therefore slightly higher than the referrer-only rows here.",
        "Per-page and per-provider rows are descriptive and confounded by SEO ranking and editorial placement; aggregate concentration (market structure) is the unit of analysis where cited as a finding."
      ],
      "license": "CC BY 4.0"
    },
    "reportUrl": "https://www.halalwallet.us/american-muslim-money",
    "tables": [
      "scoreWizardAnswers",
      "investingWizardAnswers",
      "zakatWealthDistribution",
      "stateCategoryCrosstab",
      "crossCategoryCooccurrence",
      "declaredCategoryInterest",
      "scoreBandDistribution",
      "faraidCalculatorDistribution",
      "stateOverindexSummary",
      "dayOfWeekActivity",
      "investingFunnelCompletion",
      "h2hComparisonShortlists",
      "engagementTimeByCategory",
      "trafficSources"
    ]
  },
  "records": [
    {
      "table": "scoreWizardAnswers",
      "step": 0,
      "step_label": "State of residence",
      "answer_value": "TX",
      "answer_label": "Texas",
      "n": 7,
      "n_step_total": 49,
      "pct": 0.143
    },
    {
      "table": "scoreWizardAnswers",
      "step": 0,
      "step_label": "State of residence",
      "answer_value": "CA",
      "answer_label": "California",
      "n": 6,
      "n_step_total": 49,
      "pct": 0.122
    },
    {
      "table": "scoreWizardAnswers",
      "step": 0,
      "step_label": "State of residence",
      "answer_value": "MN",
      "answer_label": "Minnesota",
      "n": 5,
      "n_step_total": 49,
      "pct": 0.102
    },
    {
      "table": "scoreWizardAnswers",
      "step": 0,
      "step_label": "State of residence",
      "answer_value": "PA",
      "answer_label": "Pennsylvania",
      "n": 4,
      "n_step_total": 49,
      "pct": 0.082
    },
    {
      "table": "scoreWizardAnswers",
      "step": 0,
      "step_label": "State of residence",
      "answer_value": "NJ",
      "answer_label": "New Jersey",
      "n": 4,
      "n_step_total": 49,
      "pct": 0.082
    },
    {
      "table": "scoreWizardAnswers",
      "step": 0,
      "step_label": "State of residence",
      "answer_value": "CO",
      "answer_label": "Colorado",
      "n": 3,
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      "pct": 0.061
    },
    {
      "table": "scoreWizardAnswers",
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      "answer_value": "NY",
      "answer_label": "New York",
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      "pct": 0.061
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    {
      "table": "scoreWizardAnswers",
      "step": 0,
      "step_label": "State of residence",
      "answer_value": "TN",
      "answer_label": "Tennessee",
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      "pct": 0.061
    },
    {
      "table": "scoreWizardAnswers",
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      "step_label": "State of residence",
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      "answer_label": "Virginia",
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      "pct": 0.041
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    {
      "table": "scoreWizardAnswers",
      "step": 0,
      "step_label": "State of residence",
      "answer_value": "OH",
      "answer_label": "Ohio",
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      "n_step_total": 49,
      "pct": 0.041
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    {
      "table": "scoreWizardAnswers",
      "step": 0,
      "step_label": "State of residence",
      "answer_value": "FL",
      "answer_label": "Florida",
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      "pct": 0.041
    },
    {
      "table": "scoreWizardAnswers",
      "step": 0,
      "step_label": "State of residence",
      "answer_value": "Other",
      "answer_label": "Single-session states (MS IA MD GA WI KY NV MI)",
      "n": 8,
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      "pct": 0.163
    },
    {
      "table": "scoreWizardAnswers",
      "step": 1,
      "step_label": "Housing situation",
      "answer_value": "rent",
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      "pct": 0.674
    },
    {
      "table": "scoreWizardAnswers",
      "step": 1,
      "step_label": "Housing situation",
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      "answer_label": "Owns home outright",
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    {
      "table": "scoreWizardAnswers",
      "step": 1,
      "step_label": "Housing situation",
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      "answer_label": "Islamic / halal mortgage",
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      "pct": 0.109
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    {
      "table": "scoreWizardAnswers",
      "step": 1,
      "step_label": "Housing situation",
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      "answer_label": "Conventional mortgage",
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      "pct": 0.087
    },
    {
      "table": "scoreWizardAnswers",
      "step": 2,
      "step_label": "Bank account type",
      "answer_value": "no-interest",
      "answer_label": "No-interest / halal account",
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      "pct": 0.667
    },
    {
      "table": "scoreWizardAnswers",
      "step": 2,
      "step_label": "Bank account type",
      "answer_value": "earns-interest",
      "answer_label": "Interest-bearing account",
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      "n_step_total": 45,
      "pct": 0.222
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    {
      "table": "scoreWizardAnswers",
      "step": 2,
      "step_label": "Bank account type",
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      "answer_label": "Unsure",
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      "pct": 0.111
    },
    {
      "table": "scoreWizardAnswers",
      "step": 3,
      "step_label": "Investments",
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    },
    {
      "table": "scoreWizardAnswers",
      "step": 3,
      "step_label": "Investments",
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      "answer_label": "Shariah-screened investments",
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    {
      "table": "scoreWizardAnswers",
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      "step_label": "Investments",
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    {
      "table": "scoreWizardAnswers",
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      "step_label": "Investments",
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      "answer_label": "Partially halal",
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    {
      "table": "scoreWizardAnswers",
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    {
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      "step_label": "Retirement account",
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      "answer_label": "Halal funds in retirement",
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      "pct": 0.256
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    {
      "table": "scoreWizardAnswers",
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    {
      "table": "scoreWizardAnswers",
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      "pct": 0.093
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    {
      "table": "scoreWizardAnswers",
      "step": 5,
      "step_label": "Debt",
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      "pct": 0.667
    },
    {
      "table": "scoreWizardAnswers",
      "step": 5,
      "step_label": "Debt",
      "answer_value": "halal-only",
      "answer_label": "Halal debt only",
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      "pct": 0.095
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    {
      "table": "scoreWizardAnswers",
      "step": 5,
      "step_label": "Debt",
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      "answer_label": "Mortgage",
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    {
      "table": "scoreWizardAnswers",
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      "step_label": "Debt",
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      "answer_label": "Auto loan",
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    {
      "table": "scoreWizardAnswers",
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      "step_label": "Debt",
      "answer_value": "credit-card",
      "answer_label": "Credit-card debt",
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      "pct": 0.048
    },
    {
      "table": "scoreWizardAnswers",
      "step": 5,
      "step_label": "Debt",
      "answer_value": "student-loan",
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      "pct": 0.024
    },
    {
      "table": "scoreWizardAnswers",
      "step": 5,
      "step_label": "Debt",
      "answer_value": "credit-card+student-loan",
      "answer_label": "Credit card and student loan",
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      "pct": 0.024
    },
    {
      "table": "scoreWizardAnswers",
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      "step_label": "Debt",
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      "answer_label": "Student loan and credit card",
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      "pct": 0.024
    },
    {
      "table": "scoreWizardAnswers",
      "step": 5,
      "step_label": "Debt",
      "answer_value": "auto+student+credit",
      "answer_label": "Auto + student + credit",
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      "pct": 0.024
    },
    {
      "table": "scoreWizardAnswers",
      "step": 6,
      "step_label": "Zakat practice",
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      "answer_label": "Calculates zakat",
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      "pct": 0.429
    },
    {
      "table": "scoreWizardAnswers",
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      "step_label": "Zakat practice",
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    },
    {
      "table": "scoreWizardAnswers",
      "step": 6,
      "step_label": "Zakat practice",
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      "answer_label": "Does not pay zakat",
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    {
      "table": "scoreWizardAnswers",
      "step": 6,
      "step_label": "Zakat practice",
      "answer_value": "gives-charity",
      "answer_label": "Gives general charity instead",
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      "pct": 0.143
    },
    {
      "table": "scoreWizardAnswers",
      "step": 7,
      "step_label": "Islamic will",
      "answer_value": "no-will",
      "answer_label": "No will of any kind",
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      "pct": 0.805
    },
    {
      "table": "scoreWizardAnswers",
      "step": 7,
      "step_label": "Islamic will",
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      "answer_label": "Unsure",
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    {
      "table": "scoreWizardAnswers",
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      "step_label": "Islamic will",
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    {
      "table": "scoreWizardAnswers",
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      "step_label": "Islamic will",
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      "answer_label": "Faraid-compliant Islamic will",
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      "pct": 0
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    {
      "table": "investingWizardAnswers",
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      "answer_label": "Passive income",
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      "pct": 0.327
    },
    {
      "table": "investingWizardAnswers",
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    },
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      "table": "investingWizardAnswers",
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      "step_label": "Goal",
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    {
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      "step_label": "Goal",
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      "answer_label": "Wants halal stocks specifically",
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    {
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      "answer_label": "7 to 15 years",
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    },
    {
      "table": "investingWizardAnswers",
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      "step_label": "Horizon",
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    {
      "table": "investingWizardAnswers",
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      "step_label": "Horizon",
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    {
      "table": "investingWizardAnswers",
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    },
    {
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      "step_label": "Risk tolerance",
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    },
    {
      "table": "investingWizardAnswers",
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      "step_label": "Risk tolerance",
      "answer_value": "growth",
      "answer_label": "Growth",
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    },
    {
      "table": "investingWizardAnswers",
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      "step_label": "Hands-on preference",
      "answer_value": "hands_off",
      "answer_label": "Hands-off",
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    {
      "table": "investingWizardAnswers",
      "step": 4,
      "step_label": "Hands-on preference",
      "answer_value": "some_control",
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    {
      "table": "investingWizardAnswers",
      "step": 4,
      "step_label": "Hands-on preference",
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      "answer_label": "Full control",
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    },
    {
      "table": "investingWizardAnswers",
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      "step_label": "Shariah strictness",
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      "answer_label": "Strict AAOIFI",
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      "pct": 0.533
    },
    {
      "table": "investingWizardAnswers",
      "step": 5,
      "step_label": "Shariah strictness",
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    },
    {
      "table": "investingWizardAnswers",
      "step": 5,
      "step_label": "Shariah strictness",
      "answer_value": "basic_sector_avoid",
      "answer_label": "Basic sector avoidance",
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      "pct": 0.133
    },
    {
      "table": "investingWizardAnswers",
      "step": 5,
      "step_label": "Shariah strictness",
      "answer_value": "need_guidance",
      "answer_label": "Needs guidance",
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      "pct": 0.111
    },
    {
      "table": "investingWizardAnswers",
      "step": 6,
      "step_label": "Initial amount",
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      "answer_label": "Under $500",
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    {
      "table": "investingWizardAnswers",
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      "step_label": "Initial amount",
      "answer_value": "5k_50k",
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    {
      "table": "investingWizardAnswers",
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      "step_label": "Initial amount",
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    },
    {
      "table": "investingWizardAnswers",
      "step": 7,
      "step_label": "Account type",
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      "answer_label": "Not sure",
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    {
      "table": "investingWizardAnswers",
      "step": 7,
      "step_label": "Account type",
      "answer_value": "regular",
      "answer_label": "Taxable / regular",
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    {
      "table": "investingWizardAnswers",
      "step": 7,
      "step_label": "Account type",
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      "answer_label": "Retirement",
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    {
      "table": "investingWizardAnswers",
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      "step_label": "Account type",
      "answer_value": "both",
      "answer_label": "Both",
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    {
      "table": "investingWizardAnswers",
      "step": 8,
      "step_label": "Stock-picking interest",
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      "pct": 0.75
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    {
      "table": "investingWizardAnswers",
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      "step_label": "Stock-picking interest",
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    },
    {
      "table": "investingWizardAnswers",
      "step": "outcome",
      "step_label": "Strategy assigned",
      "answer_value": "managed_halal_portfolio",
      "answer_label": "Managed halal portfolio",
      "n": 19,
      "n_step_total": 52,
      "pct": 0.365
    },
    {
      "table": "investingWizardAnswers",
      "step": "outcome",
      "step_label": "Strategy assigned",
      "answer_value": "halal_income_sukuk_focus",
      "answer_label": "Halal income / sukuk-focused",
      "n": 19,
      "n_step_total": 52,
      "pct": 0.365
    },
    {
      "table": "investingWizardAnswers",
      "step": "outcome",
      "step_label": "Strategy assigned",
      "answer_value": "diversified_etf_portfolio",
      "answer_label": "Diversified halal ETF portfolio",
      "n": 8,
      "n_step_total": 52,
      "pct": 0.154
    },
    {
      "table": "investingWizardAnswers",
      "step": "outcome",
      "step_label": "Strategy assigned",
      "answer_value": "active_stock_picking",
      "answer_label": "Active stock-picking",
      "n": 4,
      "n_step_total": 52,
      "pct": 0.077
    },
    {
      "table": "investingWizardAnswers",
      "step": "outcome",
      "step_label": "Strategy assigned",
      "answer_value": "retirement_halal_path",
      "answer_label": "Retirement-focused",
      "n": 2,
      "n_step_total": 52,
      "pct": 0.038
    },
    {
      "table": "zakatWealthDistribution",
      "asset_range": "under_5k",
      "asset_range_label": "Under $5000",
      "n_sessions": 17,
      "n_total_sessions": 33,
      "pct": 0.515,
      "n_events": 30
    },
    {
      "table": "zakatWealthDistribution",
      "asset_range": "5k_25k",
      "asset_range_label": "$5000 to $25000",
      "n_sessions": 6,
      "n_total_sessions": 33,
      "pct": 0.182,
      "n_events": 28
    },
    {
      "table": "zakatWealthDistribution",
      "asset_range": "25k_100k",
      "asset_range_label": "$25000 to $100000",
      "n_sessions": 6,
      "n_total_sessions": 33,
      "pct": 0.182,
      "n_events": 45
    },
    {
      "table": "zakatWealthDistribution",
      "asset_range": "over_100k",
      "asset_range_label": "Over $100000",
      "n_sessions": 4,
      "n_total_sessions": 33,
      "pct": 0.121,
      "n_events": 67
    },
    {
      "table": "stateCategoryCrosstab",
      "state": "CA",
      "n": 40,
      "pct_investing": 0.25,
      "pct_home_financing": 0.28,
      "pct_vehicle_financing": 0.18,
      "pct_bank_accounts": 0.1,
      "pct_financial_health": 0.13,
      "pct_business_financing": 0.05,
      "pct_retirement": 0.03,
      "pct_estate_planning": 0
    },
    {
      "table": "stateCategoryCrosstab",
      "state": "NY",
      "n": 39,
      "pct_investing": 0.23,
      "pct_home_financing": 0.18,
      "pct_vehicle_financing": 0.31,
      "pct_bank_accounts": 0.13,
      "pct_financial_health": 0.08,
      "pct_business_financing": 0.05,
      "pct_retirement": 0,
      "pct_estate_planning": 0.03
    },
    {
      "table": "stateCategoryCrosstab",
      "state": "TX",
      "n": 32,
      "pct_investing": 0.22,
      "pct_home_financing": 0.16,
      "pct_vehicle_financing": 0.28,
      "pct_bank_accounts": 0.13,
      "pct_financial_health": 0.19,
      "pct_business_financing": 0,
      "pct_retirement": 0.03,
      "pct_estate_planning": 0
    },
    {
      "table": "stateCategoryCrosstab",
      "state": "NJ",
      "n": 20,
      "pct_investing": 0.1,
      "pct_home_financing": 0.15,
      "pct_vehicle_financing": 0.35,
      "pct_bank_accounts": 0.1,
      "pct_financial_health": 0.2,
      "pct_business_financing": 0.05,
      "pct_retirement": 0.05,
      "pct_estate_planning": 0
    },
    {
      "table": "stateCategoryCrosstab",
      "state": "FL",
      "n": 18,
      "pct_investing": 0.06,
      "pct_home_financing": 0.33,
      "pct_vehicle_financing": 0.28,
      "pct_bank_accounts": 0.17,
      "pct_financial_health": 0.11,
      "pct_business_financing": 0.06,
      "pct_retirement": 0,
      "pct_estate_planning": 0
    },
    {
      "table": "stateCategoryCrosstab",
      "state": "PA",
      "n": 18,
      "pct_investing": 0.11,
      "pct_home_financing": 0.33,
      "pct_vehicle_financing": 0.22,
      "pct_bank_accounts": 0.06,
      "pct_financial_health": 0.17,
      "pct_business_financing": 0.06,
      "pct_retirement": 0.06,
      "pct_estate_planning": 0
    },
    {
      "table": "stateCategoryCrosstab",
      "state": "GA",
      "n": 15,
      "pct_investing": 0.2,
      "pct_home_financing": 0.27,
      "pct_vehicle_financing": 0,
      "pct_bank_accounts": 0.07,
      "pct_financial_health": 0.07,
      "pct_business_financing": 0.07,
      "pct_retirement": 0.33,
      "pct_estate_planning": 0
    },
    {
      "table": "stateCategoryCrosstab",
      "state": "VA",
      "n": 13,
      "pct_investing": 0.15,
      "pct_home_financing": 0.15,
      "pct_vehicle_financing": 0.31,
      "pct_bank_accounts": 0.23,
      "pct_financial_health": 0.08,
      "pct_business_financing": 0.08,
      "pct_retirement": 0,
      "pct_estate_planning": 0
    },
    {
      "table": "stateCategoryCrosstab",
      "state": "IL",
      "n": 13,
      "pct_investing": 0.08,
      "pct_home_financing": 0.54,
      "pct_vehicle_financing": 0.08,
      "pct_bank_accounts": 0.31,
      "pct_financial_health": 0,
      "pct_business_financing": 0,
      "pct_retirement": 0,
      "pct_estate_planning": 0
    },
    {
      "table": "stateCategoryCrosstab",
      "state": "MN",
      "n": 12,
      "pct_investing": 0,
      "pct_home_financing": 0.17,
      "pct_vehicle_financing": 0.17,
      "pct_bank_accounts": 0.08,
      "pct_financial_health": 0.42,
      "pct_business_financing": 0.17,
      "pct_retirement": 0,
      "pct_estate_planning": 0
    },
    {
      "table": "stateCategoryCrosstab",
      "state": "OH",
      "n": 8,
      "pct_investing": 0,
      "pct_home_financing": 0,
      "pct_vehicle_financing": 0.25,
      "pct_bank_accounts": 0.38,
      "pct_financial_health": 0.25,
      "pct_business_financing": 0.13,
      "pct_retirement": 0,
      "pct_estate_planning": 0
    },
    {
      "table": "stateCategoryCrosstab",
      "state": "MD",
      "n": 8,
      "pct_investing": 0.25,
      "pct_home_financing": 0,
      "pct_vehicle_financing": 0.38,
      "pct_bank_accounts": 0.13,
      "pct_financial_health": 0.13,
      "pct_business_financing": 0,
      "pct_retirement": 0,
      "pct_estate_planning": 0.13
    },
    {
      "table": "stateCategoryCrosstab",
      "state": "TN",
      "n": 7,
      "pct_investing": 0,
      "pct_home_financing": 0.14,
      "pct_vehicle_financing": 0.29,
      "pct_bank_accounts": 0.14,
      "pct_financial_health": 0.43,
      "pct_business_financing": 0,
      "pct_retirement": 0,
      "pct_estate_planning": 0
    },
    {
      "table": "stateCategoryCrosstab",
      "state": "MI",
      "n": 7,
      "pct_investing": 0,
      "pct_home_financing": 0.43,
      "pct_vehicle_financing": 0.14,
      "pct_bank_accounts": 0.14,
      "pct_financial_health": 0,
      "pct_business_financing": 0.29,
      "pct_retirement": 0,
      "pct_estate_planning": 0
    },
    {
      "table": "stateCategoryCrosstab",
      "state": "NATIONAL",
      "n": 344,
      "pct_investing": 0.24,
      "pct_home_financing": 0.22,
      "pct_vehicle_financing": 0.22,
      "pct_bank_accounts": 0.12,
      "pct_financial_health": 0.12,
      "pct_business_financing": 0.04,
      "pct_retirement": 0.03,
      "pct_estate_planning": 0.01
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "home",
      "to_category": "auto",
      "pct": 0.03,
      "n_from": 1100
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "home",
      "to_category": "investing",
      "pct": 0.06,
      "n_from": 1100
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "home",
      "to_category": "banking",
      "pct": 0.04,
      "n_from": 1100
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "home",
      "to_category": "retirement",
      "pct": 0.02,
      "n_from": 1100
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "home",
      "to_category": "business",
      "pct": 0.02,
      "n_from": 1100
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "home",
      "to_category": "estate",
      "pct": 0.01,
      "n_from": 1100
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "home",
      "to_category": "zakat-charity",
      "pct": 0.01,
      "n_from": 1100
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "home",
      "to_category": "self-assessment",
      "pct": 0.01,
      "n_from": 1100
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "auto",
      "to_category": "home",
      "pct": 0.02,
      "n_from": 1638
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "auto",
      "to_category": "investing",
      "pct": 0.02,
      "n_from": 1638
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "auto",
      "to_category": "banking",
      "pct": 0.02,
      "n_from": 1638
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "auto",
      "to_category": "retirement",
      "pct": 0.01,
      "n_from": 1638
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "auto",
      "to_category": "business",
      "pct": 0.01,
      "n_from": 1638
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "auto",
      "to_category": "estate",
      "pct": 0.01,
      "n_from": 1638
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "auto",
      "to_category": "zakat-charity",
      "pct": 0.01,
      "n_from": 1638
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "auto",
      "to_category": "self-assessment",
      "pct": 0.01,
      "n_from": 1638
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "investing",
      "to_category": "home",
      "pct": 0.04,
      "n_from": 1519
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "investing",
      "to_category": "auto",
      "pct": 0.02,
      "n_from": 1519
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "investing",
      "to_category": "banking",
      "pct": 0.04,
      "n_from": 1519
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "investing",
      "to_category": "retirement",
      "pct": 0.02,
      "n_from": 1519
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "investing",
      "to_category": "business",
      "pct": 0.02,
      "n_from": 1519
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "investing",
      "to_category": "estate",
      "pct": 0.02,
      "n_from": 1519
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "investing",
      "to_category": "zakat-charity",
      "pct": 0.01,
      "n_from": 1519
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "investing",
      "to_category": "self-assessment",
      "pct": 0.01,
      "n_from": 1519
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "banking",
      "to_category": "home",
      "pct": 0.08,
      "n_from": 625
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "banking",
      "to_category": "auto",
      "pct": 0.04,
      "n_from": 625
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "banking",
      "to_category": "investing",
      "pct": 0.09,
      "n_from": 625
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "banking",
      "to_category": "retirement",
      "pct": 0.03,
      "n_from": 625
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "banking",
      "to_category": "business",
      "pct": 0.04,
      "n_from": 625
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "banking",
      "to_category": "estate",
      "pct": 0.02,
      "n_from": 625
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "banking",
      "to_category": "zakat-charity",
      "pct": 0.03,
      "n_from": 625
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "banking",
      "to_category": "self-assessment",
      "pct": 0.02,
      "n_from": 625
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "retirement",
      "to_category": "home",
      "pct": 0.08,
      "n_from": 287
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "retirement",
      "to_category": "auto",
      "pct": 0.06,
      "n_from": 287
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "retirement",
      "to_category": "investing",
      "pct": 0.12,
      "n_from": 287
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "retirement",
      "to_category": "banking",
      "pct": 0.07,
      "n_from": 287
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "retirement",
      "to_category": "business",
      "pct": 0.05,
      "n_from": 287
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "retirement",
      "to_category": "estate",
      "pct": 0.07,
      "n_from": 287
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "retirement",
      "to_category": "zakat-charity",
      "pct": 0.03,
      "n_from": 287
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "retirement",
      "to_category": "self-assessment",
      "pct": 0.04,
      "n_from": 287
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "business",
      "to_category": "home",
      "pct": 0.1,
      "n_from": 244
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "business",
      "to_category": "auto",
      "pct": 0.07,
      "n_from": 244
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "business",
      "to_category": "investing",
      "pct": 0.13,
      "n_from": 244
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "business",
      "to_category": "banking",
      "pct": 0.1,
      "n_from": 244
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "business",
      "to_category": "retirement",
      "pct": 0.06,
      "n_from": 244
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "business",
      "to_category": "estate",
      "pct": 0.06,
      "n_from": 244
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "business",
      "to_category": "zakat-charity",
      "pct": 0.04,
      "n_from": 244
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "business",
      "to_category": "self-assessment",
      "pct": 0.02,
      "n_from": 244
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "estate",
      "to_category": "home",
      "pct": 0.06,
      "n_from": 228
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "estate",
      "to_category": "auto",
      "pct": 0.06,
      "n_from": 228
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "estate",
      "to_category": "investing",
      "pct": 0.11,
      "n_from": 228
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "estate",
      "to_category": "banking",
      "pct": 0.05,
      "n_from": 228
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "estate",
      "to_category": "retirement",
      "pct": 0.09,
      "n_from": 228
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "estate",
      "to_category": "business",
      "pct": 0.06,
      "n_from": 228
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "estate",
      "to_category": "zakat-charity",
      "pct": 0.04,
      "n_from": 228
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "estate",
      "to_category": "self-assessment",
      "pct": 0.02,
      "n_from": 228
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "zakat-charity",
      "to_category": "home",
      "pct": 0.12,
      "n_from": 104
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "zakat-charity",
      "to_category": "auto",
      "pct": 0.12,
      "n_from": 104
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "zakat-charity",
      "to_category": "investing",
      "pct": 0.19,
      "n_from": 104
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "zakat-charity",
      "to_category": "banking",
      "pct": 0.17,
      "n_from": 104
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "zakat-charity",
      "to_category": "retirement",
      "pct": 0.09,
      "n_from": 104
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "zakat-charity",
      "to_category": "business",
      "pct": 0.1,
      "n_from": 104
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "zakat-charity",
      "to_category": "estate",
      "pct": 0.1,
      "n_from": 104
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "zakat-charity",
      "to_category": "self-assessment",
      "pct": 0.07,
      "n_from": 104
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "self-assessment",
      "to_category": "home",
      "pct": 0.17,
      "n_from": 96
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "self-assessment",
      "to_category": "auto",
      "pct": 0.18,
      "n_from": 96
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "self-assessment",
      "to_category": "investing",
      "pct": 0.19,
      "n_from": 96
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "self-assessment",
      "to_category": "banking",
      "pct": 0.16,
      "n_from": 96
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "self-assessment",
      "to_category": "retirement",
      "pct": 0.13,
      "n_from": 96
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "self-assessment",
      "to_category": "business",
      "pct": 0.06,
      "n_from": 96
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "self-assessment",
      "to_category": "estate",
      "pct": 0.05,
      "n_from": 96
    },
    {
      "table": "crossCategoryCooccurrence",
      "from_category": "self-assessment",
      "to_category": "zakat-charity",
      "pct": 0.07,
      "n_from": 96
    },
    {
      "table": "declaredCategoryInterest",
      "category": "investing",
      "n_sessions": 160,
      "n_total": 450,
      "pct": 0.356
    },
    {
      "table": "declaredCategoryInterest",
      "category": "home-financing",
      "n_sessions": 83,
      "n_total": 450,
      "pct": 0.184
    },
    {
      "table": "declaredCategoryInterest",
      "category": "vehicle-financing",
      "n_sessions": 80,
      "n_total": 450,
      "pct": 0.178
    },
    {
      "table": "declaredCategoryInterest",
      "category": "bank-accounts",
      "n_sessions": 49,
      "n_total": 450,
      "pct": 0.109
    },
    {
      "table": "declaredCategoryInterest",
      "category": "financial-health",
      "n_sessions": 42,
      "n_total": 450,
      "pct": 0.093
    },
    {
      "table": "declaredCategoryInterest",
      "category": "business-financing",
      "n_sessions": 18,
      "n_total": 450,
      "pct": 0.04
    },
    {
      "table": "declaredCategoryInterest",
      "category": "retirement",
      "n_sessions": 11,
      "n_total": 450,
      "pct": 0.024
    },
    {
      "table": "declaredCategoryInterest",
      "category": "estate-planning",
      "n_sessions": 7,
      "n_total": 450,
      "pct": 0.016
    },
    {
      "table": "scoreBandDistribution",
      "band": "0-25",
      "band_label": "Struggling",
      "n": 4,
      "n_total": 42,
      "pct": 0.095
    },
    {
      "table": "scoreBandDistribution",
      "band": "26-50",
      "band_label": "Gap-aware",
      "n": 16,
      "n_total": 42,
      "pct": 0.381
    },
    {
      "table": "scoreBandDistribution",
      "band": "51-75",
      "band_label": "Compliant-trending",
      "n": 11,
      "n_total": 42,
      "pct": 0.262
    },
    {
      "table": "scoreBandDistribution",
      "band": "76-100",
      "band_label": "Advanced",
      "n": 11,
      "n_total": 42,
      "pct": 0.262
    },
    {
      "table": "faraidCalculatorDistribution",
      "heir_count": 2,
      "estate_range": "under_100k",
      "n_events": 2
    },
    {
      "table": "faraidCalculatorDistribution",
      "heir_count": 2,
      "estate_range": "100k_500k",
      "n_events": 1
    },
    {
      "table": "faraidCalculatorDistribution",
      "heir_count": 3,
      "estate_range": "500k_1m",
      "n_events": 1
    },
    {
      "table": "faraidCalculatorDistribution",
      "heir_count": 3,
      "estate_range": "100k_500k",
      "n_events": 1
    },
    {
      "table": "faraidCalculatorDistribution",
      "heir_count": 4,
      "estate_range": "500k_1m",
      "n_events": 1
    },
    {
      "table": "faraidCalculatorDistribution",
      "heir_count": 2,
      "estate_range": "1m_5m",
      "n_events": 1
    },
    {
      "table": "stateOverindexSummary",
      "state": "IL",
      "category": "home-financing",
      "state_pct": 0.54,
      "national_pct": 0.22,
      "delta_pp": 32,
      "n_state": 13
    },
    {
      "table": "stateOverindexSummary",
      "state": "FL",
      "category": "home-financing",
      "state_pct": 0.33,
      "national_pct": 0.22,
      "delta_pp": 12,
      "n_state": 18
    },
    {
      "table": "stateOverindexSummary",
      "state": "PA",
      "category": "home-financing",
      "state_pct": 0.33,
      "national_pct": 0.22,
      "delta_pp": 12,
      "n_state": 18
    },
    {
      "table": "stateOverindexSummary",
      "state": "CA",
      "category": "home-financing",
      "state_pct": 0.28,
      "national_pct": 0.22,
      "delta_pp": 6,
      "n_state": 40
    },
    {
      "table": "stateOverindexSummary",
      "state": "GA",
      "category": "home-financing",
      "state_pct": 0.27,
      "national_pct": 0.22,
      "delta_pp": 5,
      "n_state": 15
    },
    {
      "table": "stateOverindexSummary",
      "state": "NJ",
      "category": "vehicle-financing",
      "state_pct": 0.35,
      "national_pct": 0.22,
      "delta_pp": 13,
      "n_state": 20
    },
    {
      "table": "stateOverindexSummary",
      "state": "NY",
      "category": "vehicle-financing",
      "state_pct": 0.31,
      "national_pct": 0.22,
      "delta_pp": 9,
      "n_state": 39
    },
    {
      "table": "stateOverindexSummary",
      "state": "VA",
      "category": "vehicle-financing",
      "state_pct": 0.31,
      "national_pct": 0.22,
      "delta_pp": 9,
      "n_state": 13
    },
    {
      "table": "stateOverindexSummary",
      "state": "TX",
      "category": "vehicle-financing",
      "state_pct": 0.28,
      "national_pct": 0.22,
      "delta_pp": 7,
      "n_state": 32
    },
    {
      "table": "stateOverindexSummary",
      "state": "FL",
      "category": "vehicle-financing",
      "state_pct": 0.28,
      "national_pct": 0.22,
      "delta_pp": 6,
      "n_state": 18
    },
    {
      "table": "stateOverindexSummary",
      "state": "IL",
      "category": "bank-accounts",
      "state_pct": 0.31,
      "national_pct": 0.12,
      "delta_pp": 19,
      "n_state": 13
    },
    {
      "table": "stateOverindexSummary",
      "state": "VA",
      "category": "bank-accounts",
      "state_pct": 0.23,
      "national_pct": 0.12,
      "delta_pp": 11,
      "n_state": 13
    },
    {
      "table": "stateOverindexSummary",
      "state": "MN",
      "category": "financial-health",
      "state_pct": 0.42,
      "national_pct": 0.12,
      "delta_pp": 30,
      "n_state": 12
    },
    {
      "table": "stateOverindexSummary",
      "state": "NJ",
      "category": "financial-health",
      "state_pct": 0.2,
      "national_pct": 0.12,
      "delta_pp": 8,
      "n_state": 20
    },
    {
      "table": "stateOverindexSummary",
      "state": "TX",
      "category": "financial-health",
      "state_pct": 0.19,
      "national_pct": 0.12,
      "delta_pp": 7,
      "n_state": 32
    },
    {
      "table": "stateOverindexSummary",
      "state": "MN",
      "category": "business-financing",
      "state_pct": 0.17,
      "national_pct": 0.04,
      "delta_pp": 12,
      "n_state": 12
    },
    {
      "table": "stateOverindexSummary",
      "state": "GA",
      "category": "retirement",
      "state_pct": 0.33,
      "national_pct": 0.03,
      "delta_pp": 30,
      "n_state": 15
    },
    {
      "table": "dayOfWeekActivity",
      "event_type": "wizard_step",
      "day_of_week": "Sun",
      "n_events": 111,
      "n_total": 1000,
      "pct": 0.111
    },
    {
      "table": "dayOfWeekActivity",
      "event_type": "wizard_step",
      "day_of_week": "Mon",
      "n_events": 158,
      "n_total": 1000,
      "pct": 0.158
    },
    {
      "table": "dayOfWeekActivity",
      "event_type": "wizard_step",
      "day_of_week": "Tue",
      "n_events": 159,
      "n_total": 1000,
      "pct": 0.159
    },
    {
      "table": "dayOfWeekActivity",
      "event_type": "wizard_step",
      "day_of_week": "Wed",
      "n_events": 88,
      "n_total": 1000,
      "pct": 0.088
    },
    {
      "table": "dayOfWeekActivity",
      "event_type": "wizard_step",
      "day_of_week": "Thu",
      "n_events": 157,
      "n_total": 1000,
      "pct": 0.157
    },
    {
      "table": "dayOfWeekActivity",
      "event_type": "wizard_step",
      "day_of_week": "Fri",
      "n_events": 163,
      "n_total": 1000,
      "pct": 0.163
    },
    {
      "table": "dayOfWeekActivity",
      "event_type": "wizard_step",
      "day_of_week": "Sat",
      "n_events": 164,
      "n_total": 1000,
      "pct": 0.164
    },
    {
      "table": "dayOfWeekActivity",
      "event_type": "zakat_calculate",
      "day_of_week": "Sun",
      "n_events": 25,
      "n_total": 170,
      "pct": 0.147
    },
    {
      "table": "dayOfWeekActivity",
      "event_type": "zakat_calculate",
      "day_of_week": "Mon",
      "n_events": 3,
      "n_total": 170,
      "pct": 0.018
    },
    {
      "table": "dayOfWeekActivity",
      "event_type": "zakat_calculate",
      "day_of_week": "Tue",
      "n_events": 51,
      "n_total": 170,
      "pct": 0.3
    },
    {
      "table": "dayOfWeekActivity",
      "event_type": "zakat_calculate",
      "day_of_week": "Wed",
      "n_events": 39,
      "n_total": 170,
      "pct": 0.229
    },
    {
      "table": "dayOfWeekActivity",
      "event_type": "zakat_calculate",
      "day_of_week": "Thu",
      "n_events": 33,
      "n_total": 170,
      "pct": 0.194
    },
    {
      "table": "dayOfWeekActivity",
      "event_type": "zakat_calculate",
      "day_of_week": "Fri",
      "n_events": 13,
      "n_total": 170,
      "pct": 0.076
    },
    {
      "table": "dayOfWeekActivity",
      "event_type": "zakat_calculate",
      "day_of_week": "Sat",
      "n_events": 6,
      "n_total": 170,
      "pct": 0.035
    },
    {
      "table": "dayOfWeekActivity",
      "event_type": "score_step",
      "day_of_week": "Sun",
      "n_events": 57,
      "n_total": 368,
      "pct": 0.155
    },
    {
      "table": "dayOfWeekActivity",
      "event_type": "score_step",
      "day_of_week": "Mon",
      "n_events": 44,
      "n_total": 368,
      "pct": 0.12
    },
    {
      "table": "dayOfWeekActivity",
      "event_type": "score_step",
      "day_of_week": "Tue",
      "n_events": 41,
      "n_total": 368,
      "pct": 0.111
    },
    {
      "table": "dayOfWeekActivity",
      "event_type": "score_step",
      "day_of_week": "Wed",
      "n_events": 49,
      "n_total": 368,
      "pct": 0.133
    },
    {
      "table": "dayOfWeekActivity",
      "event_type": "score_step",
      "day_of_week": "Thu",
      "n_events": 95,
      "n_total": 368,
      "pct": 0.258
    },
    {
      "table": "dayOfWeekActivity",
      "event_type": "score_step",
      "day_of_week": "Fri",
      "n_events": 53,
      "n_total": 368,
      "pct": 0.144
    },
    {
      "table": "dayOfWeekActivity",
      "event_type": "score_step",
      "day_of_week": "Sat",
      "n_events": 29,
      "n_total": 368,
      "pct": 0.079
    },
    {
      "table": "dayOfWeekActivity",
      "event_type": "outbound_click",
      "day_of_week": "Sun",
      "n_events": 79,
      "n_total": 1000,
      "pct": 0.079
    },
    {
      "table": "dayOfWeekActivity",
      "event_type": "outbound_click",
      "day_of_week": "Mon",
      "n_events": 123,
      "n_total": 1000,
      "pct": 0.123
    },
    {
      "table": "dayOfWeekActivity",
      "event_type": "outbound_click",
      "day_of_week": "Tue",
      "n_events": 153,
      "n_total": 1000,
      "pct": 0.153
    },
    {
      "table": "dayOfWeekActivity",
      "event_type": "outbound_click",
      "day_of_week": "Wed",
      "n_events": 150,
      "n_total": 1000,
      "pct": 0.15
    },
    {
      "table": "dayOfWeekActivity",
      "event_type": "outbound_click",
      "day_of_week": "Thu",
      "n_events": 187,
      "n_total": 1000,
      "pct": 0.187
    },
    {
      "table": "dayOfWeekActivity",
      "event_type": "outbound_click",
      "day_of_week": "Fri",
      "n_events": 196,
      "n_total": 1000,
      "pct": 0.196
    },
    {
      "table": "dayOfWeekActivity",
      "event_type": "outbound_click",
      "day_of_week": "Sat",
      "n_events": 112,
      "n_total": 1000,
      "pct": 0.112
    },
    {
      "table": "investingFunnelCompletion",
      "step": 1,
      "n_reached": 64,
      "n_starters": 64,
      "pct_completion": 1
    },
    {
      "table": "investingFunnelCompletion",
      "step": 2,
      "n_reached": 52,
      "n_starters": 64,
      "pct_completion": 0.813
    },
    {
      "table": "investingFunnelCompletion",
      "step": 3,
      "n_reached": 48,
      "n_starters": 64,
      "pct_completion": 0.75
    },
    {
      "table": "investingFunnelCompletion",
      "step": 4,
      "n_reached": 47,
      "n_starters": 64,
      "pct_completion": 0.734
    },
    {
      "table": "investingFunnelCompletion",
      "step": 5,
      "n_reached": 46,
      "n_starters": 64,
      "pct_completion": 0.719
    },
    {
      "table": "investingFunnelCompletion",
      "step": 6,
      "n_reached": 45,
      "n_starters": 64,
      "pct_completion": 0.703
    },
    {
      "table": "investingFunnelCompletion",
      "step": 7,
      "n_reached": 45,
      "n_starters": 64,
      "pct_completion": 0.703
    },
    {
      "table": "investingFunnelCompletion",
      "step": 8,
      "n_reached": 8,
      "n_starters": 64,
      "pct_completion": 0.125
    },
    {
      "table": "h2hComparisonShortlists",
      "rank": 1,
      "provider_a": "Guidance Residential",
      "provider_b": "UIF",
      "category": "home-financing",
      "n_comparisons": 54
    },
    {
      "table": "h2hComparisonShortlists",
      "rank": 2,
      "provider_a": "Guidance Residential",
      "provider_b": "Neeyah",
      "category": "home-financing",
      "n_comparisons": 21
    },
    {
      "table": "h2hComparisonShortlists",
      "rank": 3,
      "provider_a": "Guidance Residential",
      "provider_b": "Ijara CDC",
      "category": "home-financing",
      "n_comparisons": 13
    },
    {
      "table": "h2hComparisonShortlists",
      "rank": 4,
      "provider_a": "Amana Funds",
      "provider_b": "Wahed Invest",
      "category": "investing",
      "n_comparisons": 11
    },
    {
      "table": "h2hComparisonShortlists",
      "rank": 5,
      "provider_a": "Wahed Invest",
      "provider_b": "Zoya",
      "category": "investing",
      "n_comparisons": 9
    },
    {
      "table": "h2hComparisonShortlists",
      "rank": 6,
      "provider_a": "ShariaPortfolio",
      "provider_b": "Wahed Invest",
      "category": "investing",
      "n_comparisons": 9
    },
    {
      "table": "h2hComparisonShortlists",
      "rank": 7,
      "provider_a": "SP Funds",
      "provider_b": "Wahed Invest",
      "category": "investing",
      "n_comparisons": 8
    },
    {
      "table": "h2hComparisonShortlists",
      "rank": 8,
      "provider_a": "MyWassiyah",
      "provider_b": "Sharia Wiz",
      "category": "estate-planning",
      "n_comparisons": 7
    },
    {
      "table": "h2hComparisonShortlists",
      "rank": 9,
      "provider_a": "MinaWill",
      "provider_b": "Sharia Wiz",
      "category": "estate-planning",
      "n_comparisons": 7
    },
    {
      "table": "h2hComparisonShortlists",
      "rank": 10,
      "provider_a": "Guidance Residential",
      "provider_b": "LARIBA",
      "category": "home-financing",
      "n_comparisons": 7
    },
    {
      "table": "h2hComparisonShortlists",
      "rank": 11,
      "provider_a": "LARIBA",
      "provider_b": "UIF",
      "category": "home-financing",
      "n_comparisons": 7
    },
    {
      "table": "h2hComparisonShortlists",
      "rank": 12,
      "provider_a": "Jafari Credit Union",
      "provider_b": "Stearns Bank",
      "category": "banking",
      "n_comparisons": 6
    },
    {
      "table": "h2hComparisonShortlists",
      "rank": 13,
      "provider_a": "LARIBA",
      "provider_b": "UIF Auto",
      "category": "auto-financing",
      "n_comparisons": 5
    },
    {
      "table": "h2hComparisonShortlists",
      "rank": 14,
      "provider_a": "Amana Funds",
      "provider_b": "Zoya",
      "category": "investing",
      "n_comparisons": 4
    },
    {
      "table": "h2hComparisonShortlists",
      "rank": 15,
      "provider_a": "Ijara CDC",
      "provider_b": "LARIBA",
      "category": "home-financing",
      "n_comparisons": 4
    },
    {
      "table": "h2hComparisonShortlists",
      "rank": 16,
      "provider_a": "Ijara CDC",
      "provider_b": "UIF",
      "category": "home-financing",
      "n_comparisons": 4
    },
    {
      "table": "h2hComparisonShortlists",
      "rank": 17,
      "provider_a": "Devon Bank",
      "provider_b": "LARIBA",
      "category": "home-financing",
      "n_comparisons": 3
    },
    {
      "table": "h2hComparisonShortlists",
      "rank": 18,
      "provider_a": "Devon Bank",
      "provider_b": "UIF",
      "category": "home-financing",
      "n_comparisons": 2
    },
    {
      "table": "h2hComparisonShortlists",
      "rank": 19,
      "provider_a": "Ijara CDC Auto",
      "provider_b": "UIF",
      "category": "auto-financing",
      "n_comparisons": 2
    },
    {
      "table": "h2hComparisonShortlists",
      "rank": 20,
      "provider_a": "Amana Funds",
      "provider_b": "ShariaPortfolio",
      "category": "investing",
      "n_comparisons": 2
    },
    {
      "table": "engagementTimeByCategory",
      "category": "auto",
      "median_seconds": 12,
      "median_scroll_pct": 20,
      "n_engagement_events": 4554,
      "n_scroll_events": 4909
    },
    {
      "table": "engagementTimeByCategory",
      "category": "investing",
      "median_seconds": 12,
      "median_scroll_pct": 30,
      "n_engagement_events": 3872,
      "n_scroll_events": 5013
    },
    {
      "table": "engagementTimeByCategory",
      "category": "home",
      "median_seconds": 16,
      "median_scroll_pct": 20,
      "n_engagement_events": 2354,
      "n_scroll_events": 3877
    },
    {
      "table": "engagementTimeByCategory",
      "category": "banking",
      "median_seconds": 8,
      "median_scroll_pct": 20,
      "n_engagement_events": 1595,
      "n_scroll_events": 1868
    },
    {
      "table": "engagementTimeByCategory",
      "category": "zakat",
      "median_seconds": 16,
      "median_scroll_pct": 30,
      "n_engagement_events": 868,
      "n_scroll_events": 783
    },
    {
      "table": "engagementTimeByCategory",
      "category": "estate",
      "median_seconds": 9,
      "median_scroll_pct": 20,
      "n_engagement_events": 533,
      "n_scroll_events": 593
    },
    {
      "table": "engagementTimeByCategory",
      "category": "retirement",
      "median_seconds": 14,
      "median_scroll_pct": 20,
      "n_engagement_events": 379,
      "n_scroll_events": 556
    },
    {
      "table": "engagementTimeByCategory",
      "category": "blog-other",
      "median_seconds": 17,
      "median_scroll_pct": 30,
      "n_engagement_events": 1790,
      "n_scroll_events": 4977
    },
    {
      "table": "trafficSources",
      "channel": "organic-search",
      "source": "Google",
      "raw_source": "google.com",
      "events": 13403,
      "sessions": 4874,
      "visitors": 3880,
      "is_ai": "false",
      "pct_of_events": 53.907
    },
    {
      "table": "trafficSources",
      "channel": "direct",
      "source": "Direct",
      "raw_source": "(direct)",
      "events": 5159,
      "sessions": 2006,
      "visitors": 1432,
      "is_ai": "false",
      "pct_of_events": 20.75
    },
    {
      "table": "trafficSources",
      "channel": "organic-search",
      "source": "Bing",
      "raw_source": "bing.com",
      "events": 983,
      "sessions": 328,
      "visitors": 277,
      "is_ai": "false",
      "pct_of_events": 3.954
    },
    {
      "table": "trafficSources",
      "channel": "organic-social",
      "source": "Facebook",
      "raw_source": "l.facebook.com",
      "events": 861,
      "sessions": 413,
      "visitors": 387,
      "is_ai": "false",
      "pct_of_events": 3.463
    },
    {
      "table": "trafficSources",
      "channel": "ai-answer-engine",
      "source": "ChatGPT",
      "raw_source": "chatgpt.com",
      "events": 825,
      "sessions": 402,
      "visitors": 335,
      "is_ai": "true",
      "pct_of_events": 3.318
    },
    {
      "table": "trafficSources",
      "channel": "organic-social",
      "source": "Instagram",
      "raw_source": "instagram.com",
      "events": 673,
      "sessions": 313,
      "visitors": 288,
      "is_ai": "false",
      "pct_of_events": 2.707
    },
    {
      "table": "trafficSources",
      "channel": "organic-search",
      "source": "DuckDuckGo",
      "raw_source": "duckduckgo.com",
      "events": 646,
      "sessions": 223,
      "visitors": 180,
      "is_ai": "false",
      "pct_of_events": 2.598
    },
    {
      "table": "trafficSources",
      "channel": "organic-social",
      "source": "LinkedIn",
      "raw_source": "linkedin.com",
      "events": 358,
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