{
  "name": "What reviews of iPhone step counters talk about",
  "description": "What people complain about and praise in iPhone step counter reviews, counted. 7,859 unique reviews of ten apps on the US App Store were read by a hand-written dictionary of phrasings and counted against 21 themes. The dataset holds counts only — no review text, no author, no rating of any single review. Nothing here says whether an app is good; it says what its reviewers chose to write about.",
  "url": "https://angelstep.app/data/review-themes",
  "doi": null,
  "doi_url": null,
  "measured": "2026-08-19",
  "region": "US App Store",
  "reviews_collected": 8492,
  "reviews_unique": 7859,
  "apps": 10,
  "themes": 21,
  "sampling": "Not a random sample. Apple chooses the order (mostHelpful is Apple's own ranking) and the store caps the feed at 500 records per app per sort order — a cap this collection reached, so the largest apps are truncated to 500 of hundreds of thousands. Read these shares as what the reviews the store shows first talk about, not as what the market thinks.",
  "labeling": "Themes are matched by a hand-written dictionary of phrasings, not by a model. What is reproducible is the procedure, not a truth about the category. One review can match several themes, so shares do not add up to 100%.",
  "selection": "Nine apps by number of ratings, plus one chosen for position rather than weight: Steps — Simple Pedometer, the only app in the category leading its first screenshot with a lock screen widget.",
  "method": "Reviews were collected on 2026-08-19 from Apple's public customer-reviews feed, two sort orders per app, and de-duplicated by review id: 8,492 records collected, 7,859 unique. Themes are matched by a hand-written dictionary of phrasings, not by a model; one review can match several themes or none. Polarity compares the 1-2 star band against the 5 star band; the 3-4 star band is published but excluded from that comparison. ⚠️ This is not a random sample and the caps are Apple's, not ours — see the sampling and selection fields, which travel inside this file for that reason. The full method, including how the ten apps were chosen and one defect found and fixed after publication of the numbers, is written up at https://angelstep.app/data/review-themes and its figures are recomputed from the raw corpus by a checker rather than typed by hand.",
  "publisher": {
    "name": "Angel Step",
    "url": "https://angelstep.app",
    "description": "a step counter for iPhone built around one number, with widgets on the home screen and the lock screen"
  },
  "license": {
    "applies_to": "the compilation, its structure, the theme dictionary and the described method",
    "not_claimed": "the reviews themselves, which were written by App Store customers and are not republished here in any form — this dataset contains counts only, no review text, no author names and no per-review records",
    "name": "CC BY 4.0",
    "url": "https://creativecommons.org/licenses/by/4.0/",
    "attribution": "Angel Step, https://angelstep.app/data/review-themes"
  },
  "count": 630,
  "summary": {
    "reviews_in_band": {
      "low": 1101,
      "mid": 1274,
      "high": 5484
    },
    "rows": {
      "by_theme": 63,
      "by_app": 630
    }
  },
  "bands": {
    "low": "1-2 stars",
    "mid": "3-4 stars (not used for polarity)",
    "high": "5 stars"
  },
  "joins": {
    "key": "app_store_id",
    "with": "step-counter-survey.json",
    "apps_in_both": [
      "708359518",
      "712286167",
      "839671656",
      "1027151285",
      "1037595083",
      "1602546738"
    ],
    "apps_here_only": [
      "600446812",
      "979101825",
      "993667592",
      "1609906813"
    ]
  },
  "by_theme": [
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      "theme": "ads",
      "band": "low",
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      "reviews_matching": 171,
      "share": 15.5
    },
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      "band": "low",
      "reviews_in_band": 1101,
      "reviews_matching": 147,
      "share": 13.4
    },
    {
      "theme": "step_count_accuracy",
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      "share": 16.4
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      "share": 1.1
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    {
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      "reviews_matching": 7,
      "share": 0.6
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