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 "note": "Six how-to searches on TikTok video search (search_videos, count 10, sort relevance), pulled 22 September 2026. TikTok returned between 6 and 10 videos per search. Creator identities, video ids and media URLs removed. Used to compare the save-to-like ratio of videos that rank for how-to searches with the September 2026 benchmark sample of 58 creators and 572 posts (/evidence/tiktok-engagement-rate-calculator-sample.json). Save rate = collectCount / playCount. Saves per 100 likes = collectCount / diggCount x 100. Engagement = likes + comments + shares + saves.",
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    "how to clean a washing machine": {
     "videos": 10,
     "medianPlays": 657300.0,
     "medianLikes": 11080.0,
     "medianSaves": 4553.0,
     "saveRatePct": {
      "videoMedian": 0.6799,
      "pooled": 1.0871
     },
     "savesPer100Likes": {
      "videoMedian": 42.8298,
      "pooled": 57.54
     },
     "savesShareOfEngagementPct": 31.09,
     "videosWithMoreSavesThanComments": 10,
     "videosWithMoreSavesThanShares": 7,
     "videosWithSavesPer100LikesOver10": 10
    },
    "how to budget on a low income": {
     "videos": 8,
     "medianPlays": 45224.5,
     "medianLikes": 1219.0,
     "medianSaves": 325.0,
     "saveRatePct": {
      "videoMedian": 0.6474,
      "pooled": 0.8227
     },
     "savesPer100Likes": {
      "videoMedian": 13.3023,
      "pooled": 8.8
     },
     "savesShareOfEngagementPct": 7.59,
     "videosWithMoreSavesThanComments": 7,
     "videosWithMoreSavesThanShares": 7,
     "videosWithSavesPer100LikesOver10": 5
    },
    "how to tie a tie": {
     "videos": 6,
     "medianPlays": 3693582.5,
     "medianLikes": 169629.5,
     "medianSaves": 59207.0,
     "saveRatePct": {
      "videoMedian": 2.1457,
      "pooled": 2.3141
     },
     "savesPer100Likes": {
      "videoMedian": 38.3512,
      "pooled": 33.19
     },
     "savesShareOfEngagementPct": 24.17,
     "videosWithMoreSavesThanComments": 6,
     "videosWithMoreSavesThanShares": 6,
     "videosWithSavesPer100LikesOver10": 6
    },
    "how to make overnight oats": {
     "videos": 7,
     "medianPlays": 1759192,
     "medianLikes": 77077,
     "medianSaves": 66467,
     "saveRatePct": {
      "videoMedian": 1.7096,
      "pooled": 1.897
     },
     "savesPer100Likes": {
      "videoMedian": 66.0058,
      "pooled": 50.98
     },
     "savesShareOfEngagementPct": 31.17,
     "videosWithMoreSavesThanComments": 7,
     "videosWithMoreSavesThanShares": 7,
     "videosWithSavesPer100LikesOver10": 7
    }
   }
  },
  "benchmarkSample": {
   "source": "/evidence/tiktok-engagement-rate-calculator-sample.json",
   "note": "Recomputed from the 572 posts in the sample file for this page. Tiers and niches as assigned in that file. Top 10 percent = the 57 posts with the most saves (or the highest save rate) against the other 515.",
   "overall": {
    "posts": 572,
    "creators": 58,
    "saveRatePct": {
     "postMedian": 0.4164,
     "postQ1": 0.1941,
     "postQ3": 0.9829,
     "pooled": 0.541,
     "creatorMedian": 0.3513
    },
    "savesPer100Likes": {
     "pooled": 9.92,
     "postMedian": 8.5624
    },
    "engagementMixPooledPct": {
     "likes": 87.05,
     "comments": 1.39,
     "shares": 2.92,
     "saves": 8.63
    },
    "postsWithMoreSavesThanComments": 470,
    "postsWithMoreSavesThanShares": 459
   },
   "byTier": {
    "under 10k": {
     "posts": 42,
     "creators": 5,
     "saveRatePct": {
      "postMedian": 0.538,
      "postQ1": 0.0,
      "postQ3": 1.3373,
      "pooled": 0.2163,
      "creatorMedian": 0.236
     },
     "savesPer100Likes": {
      "pooled": 23.05,
      "postMedian": 6.9549
     },
     "engagementMixPooledPct": {
      "likes": 73.75,
      "comments": 2.98,
      "shares": 6.26,
      "saves": 17.0
     },
     "postsWithMoreSavesThanComments": 12,
     "postsWithMoreSavesThanShares": 26
    },
    "10k to 100k": {
     "posts": 70,
     "creators": 7,
     "saveRatePct": {
      "postMedian": 0.2447,
      "postQ1": 0.0354,
      "postQ3": 0.764,
      "pooled": 0.85,
      "creatorMedian": 0.1696
     },
     "savesPer100Likes": {
      "pooled": 17.41,
      "postMedian": 2.8216
     },
     "engagementMixPooledPct": {
      "likes": 81.88,
      "comments": 1.27,
      "shares": 2.6,
      "saves": 14.26
     },
     "postsWithMoreSavesThanComments": 39,
     "postsWithMoreSavesThanShares": 40
    },
    "100k to 1M": {
     "posts": 170,
     "creators": 17,
     "saveRatePct": {
      "postMedian": 0.376,
      "postQ1": 0.1938,
      "postQ3": 0.8773,
      "pooled": 0.6712,
      "creatorMedian": 0.3618
     },
     "savesPer100Likes": {
      "pooled": 9.8,
      "postMedian": 9.0272
     },
     "engagementMixPooledPct": {
      "likes": 78.03,
      "comments": 0.91,
      "shares": 13.42,
      "saves": 7.65
     },
     "postsWithMoreSavesThanComments": 158,
     "postsWithMoreSavesThanShares": 149
    },
    "over 1M": {
     "posts": 290,
     "creators": 29,
     "saveRatePct": {
      "postMedian": 0.4834,
      "postQ1": 0.2255,
      "postQ3": 1.1009,
      "pooled": 0.5361,
      "creatorMedian": 0.4027
     },
     "savesPer100Likes": {
      "pooled": 9.9,
      "postMedian": 8.5347
     },
     "engagementMixPooledPct": {
      "likes": 87.5,
      "comments": 1.42,
      "shares": 2.42,
      "saves": 8.66
     },
     "postsWithMoreSavesThanComments": 261,
     "postsWithMoreSavesThanShares": 244
    }
   },
   "byNiche": {
    "comedy": {
     "posts": 100,
     "creators": 10,
     "saveRatePct": {
      "postMedian": 0.2902,
      "postQ1": 0.1813,
      "postQ3": 0.4206,
      "pooled": 0.1357,
      "creatorMedian": 0.2895
     },
     "savesPer100Likes": {
      "pooled": 5.1,
      "postMedian": 5.6464
     },
     "engagementMixPooledPct": {
      "likes": 90.52,
      "comments": 0.35,
      "shares": 4.51,
      "saves": 4.62
     },
     "postsWithMoreSavesThanComments": 96,
     "postsWithMoreSavesThanShares": 68
    },
    "cooking": {
     "posts": 93,
     "creators": 10,
     "saveRatePct": {
      "postMedian": 0.5859,
      "postQ1": 0.2308,
      "postQ3": 0.9018,
      "pooled": 0.5562,
      "creatorMedian": 0.466
     },
     "savesPer100Likes": {
      "pooled": 8.97,
      "postMedian": 11.5044
     },
     "engagementMixPooledPct": {
      "likes": 89.19,
      "comments": 1.79,
      "shares": 1.02,
      "saves": 8.0
     },
     "postsWithMoreSavesThanComments": 85,
     "postsWithMoreSavesThanShares": 80
    },
    "fitness": {
     "posts": 100,
     "creators": 10,
     "saveRatePct": {
      "postMedian": 1.2741,
      "postQ1": 0.4971,
      "postQ3": 1.9126,
      "pooled": 2.3551,
      "creatorMedian": 1.48
     },
     "savesPer100Likes": {
      "pooled": 49.36,
      "postMedian": 31.3571
     },
     "engagementMixPooledPct": {
      "likes": 60.35,
      "comments": 0.27,
      "shares": 9.59,
      "saves": 29.79
     },
     "postsWithMoreSavesThanComments": 92,
     "postsWithMoreSavesThanShares": 98
    },
    "personal finance": {
     "posts": 100,
     "creators": 10,
     "saveRatePct": {
      "postMedian": 0.4816,
      "postQ1": 0.2853,
      "postQ3": 1.1916,
      "pooled": 0.9779,
      "creatorMedian": 0.4361
     },
     "savesPer100Likes": {
      "pooled": 9.03,
      "postMedian": 9.1188
     },
     "engagementMixPooledPct": {
      "likes": 75.13,
      "comments": 1.2,
      "shares": 16.89,
      "saves": 6.79
     },
     "postsWithMoreSavesThanComments": 82,
     "postsWithMoreSavesThanShares": 76
    },
    "skincare": {
     "posts": 90,
     "creators": 9,
     "saveRatePct": {
      "postMedian": 0.282,
      "postQ1": 0.1306,
      "postQ3": 0.6918,
      "pooled": 0.2421,
      "creatorMedian": 0.3579
     },
     "savesPer100Likes": {
      "pooled": 3.19,
      "postMedian": 9.7851
     },
     "engagementMixPooledPct": {
      "likes": 92.37,
      "comments": 0.99,
      "shares": 3.69,
      "saves": 2.95
     },
     "postsWithMoreSavesThanComments": 79,
     "postsWithMoreSavesThanShares": 85
    },
    "small business": {
     "posts": 89,
     "creators": 9,
     "saveRatePct": {
      "postMedian": 0.3007,
      "postQ1": 0.0374,
      "postQ3": 0.7112,
      "pooled": 0.2024,
      "creatorMedian": 0.1709
     },
     "savesPer100Likes": {
      "pooled": 3.33,
      "postMedian": 4.1667
     },
     "engagementMixPooledPct": {
      "likes": 94.83,
      "comments": 0.96,
      "shares": 1.05,
      "saves": 3.16
     },
     "postsWithMoreSavesThanComments": 36,
     "postsWithMoreSavesThanShares": 52
    }
   },
   "top10PercentBySaves": {
    "threshold_minSaves": 11518,
    "top": {
     "posts": 57,
     "medianPlays": 3100000,
     "medianLikes": 306300,
     "medianSaves": 33727,
     "medianComments": 835,
     "medianShares": 9381,
     "medianSaveRatePct": 1.2671,
     "medianSavesPer100Likes": 11.6657,
     "medianLikeRatePct": 5.5947,
     "pooledSaveRatePct": 0.5529,
     "pooledSavesPer100Likes": 10.01,
     "nicheCounts": {
      "comedy": 10,
      "cooking": 17,
      "fitness": 23,
      "personal finance": 2,
      "skincare": 5,
      "small business": 0
     },
     "tierCounts": {
      "under 10k": 0,
      "10k to 100k": 0,
      "100k to 1M": 5,
      "over 1M": 52
     },
     "shareOfAllSavesPct": 91.45,
     "shareOfAllPlaysPct": 89.48
    },
    "rest": {
     "posts": 515,
     "medianPlays": 23000,
     "medianLikes": 1035,
     "medianSaves": 84,
     "medianComments": 17,
     "medianShares": 33,
     "medianSaveRatePct": 0.3935,
     "medianSavesPer100Likes": 8.2472,
     "medianLikeRatePct": 4.535,
     "pooledSaveRatePct": 0.4399,
     "pooledSavesPer100Likes": 9.03,
     "nicheCounts": {
      "comedy": 90,
      "cooking": 76,
      "fitness": 77,
      "personal finance": 98,
      "skincare": 85,
      "small business": 89
     },
     "tierCounts": {
      "under 10k": 42,
      "10k to 100k": 70,
      "100k to 1M": 165,
      "over 1M": 238
     },
     "shareOfAllSavesPct": 8.55,
     "shareOfAllPlaysPct": 10.52
    }
   },
   "top10PercentBySaveRate": {
    "threshold_minSaveRatePct": 1.7241,
    "top": {
     "posts": 57,
     "medianPlays": 243900,
     "medianLikes": 9278,
     "medianSaves": 5297,
     "medianComments": 44,
     "medianShares": 2191,
     "medianSaveRatePct": 2.3093,
     "medianSavesPer100Likes": 51.2448,
     "medianLikeRatePct": 4.9546,
     "pooledSaveRatePct": 2.8634,
     "pooledSavesPer100Likes": 43.3,
     "nicheCounts": {
      "comedy": 0,
      "cooking": 3,
      "fitness": 36,
      "personal finance": 10,
      "skincare": 1,
      "small business": 7
     },
     "tierCounts": {
      "under 10k": 7,
      "10k to 100k": 6,
      "100k to 1M": 5,
      "over 1M": 39
     },
     "shareOfAllSavesPct": 23.86,
     "shareOfAllPlaysPct": 4.51
    },
    "rest": {
     "posts": 515,
     "medianPlays": 28800,
     "medianLikes": 1161,
     "medianSaves": 95,
     "medianComments": 19,
     "medianShares": 39,
     "medianSaveRatePct": 0.3593,
     "medianSavesPer100Likes": 7.751,
     "medianLikeRatePct": 4.5776,
     "pooledSaveRatePct": 0.4314,
     "pooledSavesPer100Likes": 7.99,
     "nicheCounts": {
      "comedy": 100,
      "cooking": 90,
      "fitness": 64,
      "personal finance": 90,
      "skincare": 89,
      "small business": 82
     },
     "tierCounts": {
      "under 10k": 35,
      "10k to 100k": 64,
      "100k to 1M": 165,
      "over 1M": 251
     },
     "shareOfAllSavesPct": 76.14,
     "shareOfAllPlaysPct": 95.49
    }
   },
   "distribution": {
    "postsZeroSaves": 25,
    "postsSaveRateOver1pct": 140,
    "postsSaveRateOver2pct": 38,
    "postsSaveRateUnder0_2pct": 152
   }
  }
 }
}