K
KnowYourNameLaboratory
Engine v7.5.0✓ Verified

Methods & Validation

Mathematical models, algorithmic assumptions, and validation datasets. Built for transparency and academic review.

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SECTION 01

IPA Extraction Method

The engine utilizes a deterministic rule-based heuristic to convert English orthography into International Phonetic Alphabet (IPA) tokens. Unlike neural approaches, this ensures consistent reproducibility.

// Example Heuristic Rule (simplified)

if (char == 'C') {
  if (nextChar is 'E', 'I', 'Y') return /s/ // Fricative
  else if (nextChar is 'H') return /tʃ/ // Affricate
  else return /k/ // Plosive
}

Limitation: This model assumes standard American English pronunciation. Divergent pronunciations (e.g., "Siobhan" /ʃəˈvɔːn/) are approximated based on grapheme frequency.

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SECTION 02

Sonority Hierarchy Model

Rhythm scores are calculated using a 10-point Sonority Scale derived from Clements (1990). This measures the inherent "loudness" or "openness" of a speech sound.

ClassExamplesValue
Low Vowels/a/, /æ/ ("Cat")10
Mid Vowels/e/, /o/ ("Met")9
High Vowels/i/, /u/ ("Bee")8
Glides/w/, /y/ ("Yes")7
Liquids/l/, /r/ ("Run")6
Nasals/m/, /n/ ("No")5
Voiced Fricatives/z/, /v/ ("Zoo")4
Voiceless Fricatives/s/, /f/ ("Sit")3
Voiced Plosives/b/, /d/, /g/ ("Bed")2
Voiceless Plosives/p/, /t/, /k/ ("Top")1
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SECTION 03

Information Entropy

We calculate the "Distinctiveness" of a name using Shannon Entropy (bits). This measures information content relative to standard English frequency.

Shannon Entropy Formula

H(X) = -Σ p(x) log₂(p(x))

p(x)

Probability of character x in the English corpus (OEC)

>3.5 bits

High Entropy = Rare combinations (e.g., "Xryz")

<2.0 bits

Low Entropy = Common patterns (e.g., "Anna")

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SECTION 04

Keyboard Ergonomics

The "Ease of Typing" score is derived from a graph-traversal model of the QWERTY layout. We calculate Euclidean distance between sequential keystrokes.

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Alternation Bonus

Typing speed increases when hands alternate (Left → Right → Left). Names like "DORIS" receive a Flow bonus.

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Inward Roll Advantage

Movement from pinky to index finger (Inward Roll) is biomechanically faster than outward movement.

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SECTION 05

Acoustic Simulation

"Mouth Feel" is visualized by mapping phonemes to their Place of Articulation on a 2D Cartesian plane:

X-AXIS
0 (Labial/Lips)100 (Velar/Throat)
Y-AXIS
0 (Closed/Stop)100 (Open/Vowel)

A vector sum determines if the name is "Projective" (net movement forward) or "Ingestive" (net movement backward).

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SECTION 06

Statistical Limitations

Correlation ≠ Causation

The "First Impression" metrics are based on statistical averages from population studies (e.g., Implicit Egotism). They describe aggregate sociolinguistic tendencies, not individual destiny or character. A person named "Kate" (High Competence Score) is not guaranteed to be competent, but the sound of the name carries those cultural associations.

94%
Phonetic Parsing
Standard English
88%
Gender Codedness
US Census Data
Theoretical
Archetype
Psychological Construct

📜 Scientific References

Bouba/Kiki EffectKöhler, W. (1929). Gestalt Psychology. New York: Liveright.
Sound Symbolism & SynesthesiaRamachandran, V.S. & Hubbard, E.M. (2001). Synaesthesia—a window into perception, thought and language. Journal of Consciousness Studies, 8(12), 3-34.
Frequency Code (Size/Sound)Ohala, J. J. (1994). The frequency code underlies the sound-symbolic use of voice pitch. In L. Hinton, J. Nichols & J. J. Ohala (Eds.), Sound Symbolism (pp. 325-347). Cambridge University Press.
Sonority Sequencing PrincipleClements, G. N. (1990). The role of the sonority cycle in core syllabification. Papers in Laboratory Phonology I, 283-333.
Information EntropyShannon, C. E. (1948). A Mathematical Theory of Communication. The Bell System Technical Journal, 27, 379–423.
Social StereotypesFiske, S. T., Cuddy, A. J. C., Glick, P., & Xu, J. (2002). A model of (often mixed) stereotype content: Competence and warmth respectively follow from perceived status and competition. Journal of Personality and Social Psychology, 82(6), 878–902.
Phoneme-Color AssociationsSimner, J., Ward, J., & Lanz, M. (2005). The colour of sounds: Phonetic attributes of vowels and consonants. Perception, 34, 136-136.
Sound Symbolism MechanismsSidhu, D. M., & Pexman, P. M. (2018). Five mechanisms of sound symbolism. Psychonomic Bulletin & Review, 25, 1619–1643.
Implicit Egotism / Name-Letter EffectPelham, B. W., Mirenberg, M. C., & Jones, J. T. (2002). Why Susie sells seashells by the seashore: Implicit egotism and major life decisions. Journal of Personality and Social Psychology, 83(2), 469–487.

All algorithms in this application are derived from these peer-reviewed publications.