Hands

7 structured phenotype dimensions · drawn from peer-reviewed scales

Hands — Hands phenotype reference across ethnic populations

Hands

General Description: Hands are highly versatile and functional parts of the human body, used for grasping, feeling, and manipulating objects.

Ethnic Variations: While the basic structure of hands is similar across all humans, there can be variations in size and proportions among different ethnic groups.

Cultural Significance: Hands are often seen as symbols of skill and capability, and are central in many cultural gestures and expressions.

AI Character Design Considerations: Accurate representation of hands, including their movement and dexterity, is important in AI character design for realism and functionality.

Hands — taxonomy

7 dimensions · 7 photo-assessable · v1.0.0 · UBERON: UBERON:0002398

Hand morphology: hand size, palm shape, finger length proportions (digit ratio 2D:4D), finger morphology, nail morphology, knuckle prominence. The 2D:4D digit ratio is the most-cited individual hand-anthropometry dimension; Manning's prenatal-androgen-exposure hypothesis remains debated but the ratio itself is a well-established measurement with population-level variation.

Dimensions

  • Hand size (relative to body)

    partly photo-observable

    ordinal · hand_size_qualitative

    Hand length relative to body height, captured qualitatively.

    Aligned with anthropometric descriptors of hand-length proportional to height (typical ratio ~10.4-11.0%).

    Valid values (3)

    • smallSmall
    • averageAverage
    • largeLarge
  • Palm shape

    photo-observable

    categorical · palm_shape_qualitative

    Shape of the palm in proportional terms.

    Aligned with descriptors used in chiromancy-adjacent hand-anthropometry literature.

    Valid values (3)

    • squareSquarePalm length approximately equal to palm width.
    • rectangular_longRectangular / longPalm length substantially exceeds width.
    • wide_shortWide / shortPalm width approaches or exceeds length.
  • 2D:4D digit ratio

    partly photo-observable

    categorical · manning_2D_4D

    Ratio of index-finger length (2D) to ring-finger length (4D). Sex-dimorphic on average (males ~0.95-0.98, females ~0.97-1.00) with substantial individual variation.

    Manning JT, Scutt D, Wilson J, Lewis-Jones DI (1998). The ratio of 2nd to 4th digit length: a predictor of sperm numbers and concentrations of testosterone, luteinizing hormone and oestrogen. Human Reproduction, 13(11): 3000-3004.

    Valid values (3)

    • low_4D_dominantLow (ring finger longer)2D:4D ratio < ~0.95; ring finger clearly longer than index. More common in males.
    • balancedBalanced2D:4D ratio ~0.95-1.00; subtle or no length difference.
    • high_2D_dominantHigh (index finger longer)2D:4D ratio > ~1.00; index finger clearly longer than ring. Less common; more common in females.
  • Finger morphology

    photo-observable

    categorical · finger_thickness_qualitative

    Overall thickness and shape of the fingers.

    Aligned with hand-anthropometry descriptors used in glove-fitting and ergonomics literature.

    Valid values (5)

    • slenderSlenderLong, thin fingers; narrow fingertips.
    • balancedBalancedAverage finger thickness.
    • thickThickSubstantial finger girth.
    • taperedTaperedWider at the base, narrower at the tips.
    • spatulateSpatulateWidening at the fingertips.
  • Knuckle prominence

    photo-observable

    ordinal · knuckle_prominence_qualitative

    Visibility of the metacarpophalangeal joints as surface landmarks.

    Aligned with surface-anatomy descriptors of metacarpophalangeal-joint visibility.

    Valid values (3)

    • subtleSubtleKnuckles barely visible; soft-tissue coverage smooth.
    • moderateModerate
    • prominentProminentClear knuckle landmarks even at rest.
  • Nail shape (when ungroomed)

    photo-observable

    categorical · nail_shape_qualitative

    Native fingernail shape when not artificially shaped.

    Aligned with descriptors used in dermatology and manicure literature.

    Valid values (7)

    • squareSquare
    • roundRound
    • ovalOval
    • almondAlmond
    • stilettoStiletto / pointedOften artificial; native nails rarely take this shape.
    • groomed_artificialGroomed / artificialVisible manicure or artificial nails; native shape not assessable.
    • not_visibleNot visible
  • Wrist breadth (relative)

    partly photo-observable

    ordinal · wrist_breadth_qualitative

    Wrist circumference relative to body proportions. Different from but related to body-shape.json's frame_size_estimate.

    Aligned with frame-size literature; wrist circumference is the standard Frisancho frame-size proxy.

    Valid values (3)

    • narrowNarrow
    • averageAverage
    • wideWide
References (3)
  1. Manning JT, Scutt D, Wilson J, Lewis-Jones DI (1998). The ratio of 2nd to 4th digit length: a predictor of sperm numbers and concentrations of testosterone, luteinizing hormone and oestrogen. Human Reproduction, 13(11): 3000-3004.
  2. Frisancho AR (1984). New standards of weight and body composition by frame size and height. American Journal of Clinical Nutrition, 40(4): 808-819.
  3. Greiner TM, Gordon CC (1990). Anthropometry and Mass Distribution for Human Analogues. US Army Natick Laboratories Technical Report.

Top-coverage ethnic groups

Groups with the most image-grounded phenotype data — sorted by Data Depth score

Other phenotype categories