Method card · Crowd perception

Catch the average.

After seeing twelve circles for half a second, can you set their average size? And can you recognize one of them?

Go to experiment2 min long0 real first answers

Original study

  1. Ariely, D. (2001). Seeing sets: Representation by statistical properties. Psychological Science, 12(2), 157–162. Source
  2. Chong, S. C., & Treisman, A. (2003). Representation of statistical properties. Vision Research, 43(4), 393–404. Source
  3. Parkes, L., Lund, J., Angelucci, A., Solomon, J. A., & Morgan, M. (2001). Compulsory averaging of crowded orientation signals in human vision. Nature Neuroscience, 4(7), 739–744. Source
  4. Myczek, K., & Simons, D. J. (2008). Better than average: Alternatives to statistical summary representations for rapid judgments of average size. Perception & Psychophysics, 70(5), 772–788. Source
  5. de Fockert, J., & Wolfenstein, C. (2009). Rapid extraction of mean identity from sets of faces. Quarterly Journal of Experimental Psychology, 62(9), 1716–1722. Source
  6. Haberman, J., & Whitney, D. (2007). Rapid extraction of mean emotion and gender from sets of faces. Current Biology, 17(17), R751–R753. Source
  7. Whitney, D., & Yamanashi Leib, A. (2018). Ensemble perception. Annual Review of Psychology, 69, 105–129. Source

Our adaptation

An adaptation of mean size (Ariely, 2001; Chong and Treisman, 2003) and mean orientation (Parkes et al., 2001) tasks. In size rounds (1, 3, 5) twelve circles of four sizes appear for 500 ms and, after a 300 ms blank, a single circle is adjusted to the mean diameter; rounds 3 and 5 then add a surprise membership question: which of two circles was in the set (one a real member, the other an exactly mean-sized lure that was never in the set). In orientation rounds (2, 4) the mean direction of twelve lines spread ±24° around a mean tilt is reproduced.

Differences from the original study

  • Mean size is the arithmetic mean of diameters; averaging areas would give about 3.5% larger.
  • Screen size changes the visual angle of the circles.

Measured variables

The columns of the open data file. List fields are expanded into numbered columns (for example rt_60, est_3); JSON columns contain only numbers and fixed stimulus names.

ColumnTypeDescription
rJSONRounds: [[type 0 = size / 1 = orientation, target, spread, answer, membership answer (−1 not asked, 0 chose the mean-sized lure, 1 chose the real member), member-to-mean ratio, time in ms] × 5] (size as diameter relative to field width, orientation in degrees).
pts_1numberRound score (0–10): size 10 / (1 + (|ln(answer / target)| / 0.08)^1.6), orientation 10 / (1 + (error° / 6)^1.6). (item 1)
pts_2numberRound score (0–10): size 10 / (1 + (|ln(answer / target)| / 0.08)^1.6), orientation 10 / (1 + (error° / 6)^1.6). (item 2)
pts_3numberRound score (0–10): size 10 / (1 + (|ln(answer / target)| / 0.08)^1.6), orientation 10 / (1 + (error° / 6)^1.6). (item 3)
pts_4numberRound score (0–10): size 10 / (1 + (|ln(answer / target)| / 0.08)^1.6), orientation 10 / (1 + (error° / 6)^1.6). (item 4)
pts_5numberRound score (0–10): size 10 / (1 + (|ln(answer / target)| / 0.08)^1.6), orientation 10 / (1 + (error° / 6)^1.6). (item 5)
pointsnumberTotal score (0–50).
size_errnumberMean absolute error in size rounds (%).
size_biasnumberMean signed deviation in size rounds (%; positive = larger).
ori_errnumberMean absolute error in orientation rounds (°).
member_picknumberShare of membership questions in which the real member was chosen (chance level 0.5).
probesintegerNumber of membership probes asked.
Columns present in every file (14)
row_idstringRow code. Regenerated at random in every release; it does not identify a person and cannot be matched across releases or experiments.
experimentstringShort name of the experiment (URL slug).
experiment_versionintegerVersion of the answer format. For experiments whose format changed, only the current format is published.
dateYYYY-MM-DD | YYYY-Www | YYYY-MMDay the answer was given (Istanbul time). If fewer than 5 answers share the same day, language and device, it is coarsened to the ISO week, and to the month if that is still too few.
date_precisionday | week | monthPrecision of the date column.
langtr | en | (boş)Interface language. Language recording started in the first week of October 2026; for earlier answers it is known only in experiments whose stimuli depend on the language, and empty otherwise.
devicedesktop | mobile | tablet | (boş)Device class reported by the browser (class only; browser details are neither stored here nor published).
sourcesite | embedWhere the answer came from: the balabs site or the experiment embedded on another site. The embedding site is not published.
modefree | daily | challenge | race | session | (boş)Play mode in scored experiments: free play, daily round, challenge, race room, experiment session. Empty for unscored experiments and for older answers that did not store it.
color_visionnormal | rg | by | contrast | (boş)In color-based experiments, the color vision mode the participant chose: normal, red-green, blue-yellow or high contrast. Stimuli are generated along different axes per mode, so compare within a mode. Empty for other experiments.
first_play1Every row is a participant’s first play of this experiment (always 1). Replays are stored only as leaderboard scores and are not part of the open data.
seen_beforeyes | no | unsure | (boş)Participant’s own report of whether they had seen this experiment or its known answer before (in experiments that ask).
duration_snumberTime from the start of the experiment to submitting the answer, in seconds (measured in the browser, 0.1 s).
play_scorenumberLeaderboard score of the first play (scored experiments; defined on the method card). Empty for unscored experiments.

Exclusion criteria

The server checks the type of each round and the placement of the probes against the plan, and values against their ranges; inconsistent submissions are rejected.

  • Only each participant's first answer to this experiment; replays are not included.
  • Simulated rows, bots, banned and sample accounts are not included.
  • Answers before 3 October 2026 are not included (the first day the open data notice was live).

Scoring

Leaderboard score: total score (0–50); higher is better.

Leaderboard measure: eye for the average (higher is better). The play_score column in the open data is this score for the first play.

Version notes

  • October 2026

    The interface language (lang) started being stored with each answer; for earlier answers it is known only in experiments whose stimuli depend on the language, and empty otherwise.