{"api_version": 1, "episode_id": "ep_radiolab_2b41e771105d", "title": "The Trust Engineers", "podcast": "Radiolab", "podcast_slug": "radiolab", "category": "tech", "publish_date": "2015-02-10T01:01:30+00:00", "audio_url": "https://pscrb.fm/rss/p/mgln.ai/e/14/prfx.byspotify.com/e/dts.podtrac.com/pts/redirect.mp3/waaa.wnyc.org/758af4c0-a2c3-47ec-a2d8-05f41bfbde51/episodes/35d2dbe0-1e5e-423e-80fd-54bb4fff17c8/audio/128/default.mp3?aid=rss_feed&awCollectionId=758af4c0-a2c3-47ec-a2d8-05f41bfbde51&awEpisodeId=35d2dbe0-1e5e-423e-80fd-54bb4fff17c8&feed=EmVW7VGp", "source_link": "https://www.radiolab.org", "cover_image_url": "https://image.simplecastcdn.com/images/758af4/758af4c0-a2c3-47ec-a2d8-05f41bfbde51/35d2dbe0-1e5e-423e-80fd-54bb4fff17c8/3000x3000/kielty-facebookcrop.jpg?aid=rss_feed", "summary": "Facebook's Trust Engineering team, led by Arturo Bejar, redesigned photo reporting tools to reduce false flags by adding emotional context options like 'it's embarrassing' and prewritten message templates to encourage direct user communication. Small linguistic changes\u2014such as adding 'it's' before emotion labels or using 'please' in messages\u2014significantly increased user engagement and resolution rates. The system leveraged behavioral psychology to shift users from adversarial reporting to interpersonal resolution.", "key_takeaways": ["Adding 'it's' before emotion options (e.g., 'it's embarrassing') increased user selection of emotional context by 28% by depersonalizing the judgment.", "Prewritten message templates like 'Hey, I didn't like this photo. Take it down' boosted message-sending rates from 20% to 50%.", "Including the recipient's name in the message ('Hey Robert') improved effectiveness by 7%, and 'would you please' outperformed 'would you mind' by 4%."], "best_for": ["product designers", "behavioral psychologists", "social media platform developers"], "why_listen": "It reveals how subtle language design in tech interfaces can dramatically shift user behavior and resolve complex social conflicts at scale.", "verdict": "must_listen", "guests": [], "entities": {}, "quotes": [], "chapters": [], "overall_score": 88.0, "score_breakdown": {"clarity": 94.0, "originality": 91.0, "actionability": 92.0, "technical_depth": 85.0, "information_density": 88.0}, "score_evidence": {"clarity": "When they wrote out the choices that way With that extra word. We went from 50% of people selecting an emotion to 78% people selecting an emotion.", "originality": "It's very subtle. But it still doesn't solve their basic problem because even if Facebook now knows why the person flagged the photo, that it was embarrassing", "actionability": "We put up an empty message box. Just an empty box that said, we think it's a good idea for you to tell the person who upset you that they upset you.", "technical_depth": "Arturo Bejar, and I'm a director of engineering at Facebook. Story begins Christmas two thousand eleven. People are doing what they do every holiday season", "information_density": "Including the word please performs 4% better than would you mind. We tried dozens of phrases like, I'm sorry to bring this up, but would you please take it down?"}, "score_reasoning": {}, "scoring_confidence": 0.95, "transcript_available": true, "transcript_chars": 32518, "transcript_provider": "deepgram"}