{"run": "voices-2026-10", "kind": "measured", "title": "What people say about dictation: app reviews and developer comments, coded", "date": "2026-10-19", "codebook": {"version": "2026-10", "unit": "One document: one app review (title and text) or one Hacker News comment.", "rules": "Code a theme only when the document itself says it, about speech-to-text or dictation (not about other features of the app). A document can have several themes or none. Polarity per theme: \"problem\" (the writer reports it as a problem, missing or bad), \"praise\" (the writer says it works well or is the reason they use it), or \"mention\" (neither). Never infer a theme from the star rating alone.", "themes": [{"key": "accuracy", "label": "Recognition accuracy", "define": "Whether the words come out right: misheard words, wrong words, accuracy in general."}, {"key": "names-jargon", "label": "Names and special words", "define": "Names, technical terms, jargon, custom vocabulary or dictionaries."}, {"key": "punctuation", "label": "Punctuation and formatting", "define": "Punctuation, capitalization, paragraphs, lists, numbers and formatting of the text."}, {"key": "languages", "label": "Languages and accents", "define": "Support for a language, switching languages, mixing languages, accents and non-native speakers."}, {"key": "speed", "label": "Speed and delay", "define": "How fast text appears after speaking: lag, delay, waiting, or being instant."}, {"key": "reliability", "label": "Reliability", "define": "Crashes, freezing, stopping mid-sentence, lost recordings, bugs, not starting."}, {"key": "privacy", "label": "Privacy and data", "define": "Where speech is processed or stored, recordings, data use, training, trust, local or cloud processing as a privacy matter."}, {"key": "offline", "label": "Offline use", "define": "Needing an internet connection, working without one, connection problems."}, {"key": "price", "label": "Price and subscription", "define": "Cost, subscriptions, free tier limits, paywalls, refunds, value for money."}, {"key": "limits", "label": "Length and usage limits", "define": "Time limits per dictation, word or minute caps, being cut off after a length."}, {"key": "setup", "label": "Setup and permissions", "define": "Installing, onboarding, microphone or accessibility permissions, adding a keyboard, sign-in."}, {"key": "app-support", "label": "Works in other apps", "define": "Typing into other apps or fields: an app where it does not work, switching keyboards, text not landing where the cursor is."}, {"key": "ai-editing", "label": "AI rewriting", "define": "The app rewriting, cleaning up or changing what was said with AI: wanted or unwanted changes, tone, filler words."}, {"key": "noise", "label": "Background noise", "define": "Noisy places, quiet speaking, whispering, microphones, headsets."}, {"key": "resources", "label": "Battery and resources", "define": "Battery drain, heat, memory, processor use, storage, model downloads."}, {"key": "commands", "label": "Voice commands and editing", "define": "Correcting, selecting or editing text by voice, voice commands, controlling the computer by voice."}, {"key": "productivity", "label": "Time saved", "define": "Writing faster, saving time, getting more done, speaking being faster than typing."}, {"key": "health-access", "label": "Health and accessibility", "define": "Using it because of pain, RSI, carpal tunnel, disability, dyslexia, tremor, vision, or to rest hands."}, {"key": "support", "label": "Customer support", "define": "Contacting the maker, responses, refunds handled, the team's responsiveness."}]}, "method": "App Store reviews: the reviews shown on the public App Store page of every app in our market registry, in seven English-speaking storefronts (US, UK, Canada, Australia, India, Ireland, New Zealand), our own app excluded. Hacker News: every comment of 80 characters or more from the last three years that contains one of the search phrases, from the official HN Search API by Algolia. Bluesky: the newest public posts (up to 500 per phrase) containing one of the Bluesky phrases, from Bluesky's public search API. Each document was coded by a researcher (a language model following the codebook) as a whole; documents not about dictation were set aside.", "terms": ["dictation", "speech to text", "speech-to-text", "voice typing", "voice to text", "wispr flow", "superwhisper", "macwhisper", "talon voice", "voiceink", "aqua voice", "dragon naturallyspeaking", "apple dictation", "whisper.cpp", "dictate"], "blueskyTerms": ["dictation app", "dictation software", "voice typing", "speech to text app", "voice to text app", "wispr flow", "superwhisper", "macwhisper", "voiceink", "aqua voice", "dragon dictation", "apple dictation", "talk to text", "dictating"], "storefronts": ["us", "gb", "ca", "au", "in", "ie", "nz"], "summary": [{"group": "All App Store reviews", "theme": "accuracy", "polarity": "problem", "documents": 631, "count": 69, "percent": 10.9}, {"group": "All App Store reviews", "theme": "accuracy", "polarity": "praise", "documents": 631, "count": 161, "percent": 25.5}, {"group": "All App Store 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For each theme: the share of documents where both coders agree on whether the theme is present, and Cohen's kappa (agreement beyond chance; 1 is perfect, above 0.6 is substantial).", "themes": [{"theme": "about", "documents": 640, "agree": 91.9}, {"theme": "accuracy", "documents": 640, "agree": 94.7, "kappa": 0.84, "first": 123, "second": 135}, {"theme": "names-jargon", "documents": 640, "agree": 98.9, "kappa": 0.75, "first": 13, "second": 16}, {"theme": "punctuation", "documents": 640, "agree": 99.1, "kappa": 0.78, "first": 14, "second": 14}, {"theme": "languages", "documents": 640, "agree": 98.4, "kappa": 0.8, "first": 22, "second": 30}, {"theme": "speed", "documents": 640, "agree": 97.2, "kappa": 0.78, "first": 43, "second": 47}, {"theme": "reliability", "documents": 640, "agree": 98.4, "kappa": 0.75, "first": 23, "second": 19}, {"theme": "privacy", "documents": 640, "agree": 97.8, "kappa": 0.82, "first": 38, "second": 44}, {"theme": "offline", "documents": 640, "agree": 95.2, "kappa": 0.47, "first": 16, "second": 45}, {"theme": "price", "documents": 640, "agree": 97.5, "kappa": 0.83, "first": 45, "second": 55}, {"theme": "limits", "documents": 640, "agree": 99.8, "kappa": 0.8, "first": 2, "second": 3}, {"theme": "setup", "documents": 640, "agree": 98.6, "kappa": 0.66, "first": 15, "second": 12}, {"theme": "app-support", "documents": 640, "agree": 98.1, "kappa": 0.64, "first": 15, "second": 19}, {"theme": "ai-editing", "documents": 640, "agree": 98.1, "kappa": 0.8, "first": 31, "second": 33}, {"theme": "noise", "documents": 640, "agree": 98.9, "kappa": 0.69, "first": 11, "second": 12}, {"theme": "resources", "documents": 640, "agree": 98.9, "kappa": 0.71, "first": 12, "second": 13}, {"theme": "commands", "documents": 640, "agree": 98.3, "kappa": 0.66, "first": 16, "second": 17}, {"theme": "productivity", "documents": 640, "agree": 96.6, "kappa": 0.7, "first": 34, "second": 44}, {"theme": "health-access", "documents": 640, "agree": 99.5, "kappa": 0.92, "first": 18, "second": 21}, {"theme": "support", "documents": 640, "agree": 99.7, "kappa": 0.83, "first": 6, "second": 6}]}}