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The Bristol norms for age of acquisition, imageability, and familiarity

  • Published: November 2006
  • Volume 38, pages 598–605, (2006)
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The Bristol norms for age of acquisition, imageability, and familiarity
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  • Hans Stadthagen-Gonzalez1 &
  • Colin J. Davis1 
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  • 248 Citations

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Abstract

Ratings of age of acquisition (AoA), imageability, and familiarity were collected for 1,526 words. The methodology made use of a modular approach, in which the full sample of words was divided into five separate blocks. Within each block, each word was rated on each of the three variables by 20 participants (undergraduate students from the University of Bristol). Analyses comparing these ratings to existing norm databases demonstrated that this methodology resulted in high reliability (assessed by Cronbach’s α) and validity. The ratings were also transformed to be compatible with the Gilhooly and Logie (1980) norms. This transformation resulted in a set of norms for 3,394 words, which is by far the largest database of ratings for AoA, imageability, and familiarity to date. The resulting database should be useful for researchers interested in manipulating or controlling these factors in word recognition, neuropsychological, or memory studies. These norms can be downloaded from language.psy.bris .ac.uk/bristol_norms.html.

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References

  • Baayen, R. H. (2005). Data mining at the intersection of psychology and linguistics. In A. Cutler (Ed.),Twenty-first century psycholinguistics: Four cornerstones (pp. 69–83). Mahwah, NJ: Erlbaum.

    Google Scholar 

  • Baayen, R. H., Piepenbrock, R., &van Rijn, H. (1995). The CELEX lexical database, release 2 [CD-ROM]. Philadelphia: Linguistic Data Consortium & University of Pennsylvania.

    Google Scholar 

  • Balota, D. A. (1990). The role of meaning in word recognition. In D. A. Balota, G. B. Flores d’Arcais, & K. Rayner (Eds.),Comprehension processes in reading (pp. 9–32). Hillsdale, NJ: Erlbaum.

    Google Scholar 

  • Balota, D. A., Cortese, M. J., Hutchison, K. A., Neely, J. H., Nelson, D., Simpson, G. B., & Treiman, R. (2002).The English Lexicon Project: A Web-based repository of descriptive and behavioral measures for 40,481 English words and nonwords. Accessed September 30, 2004, at the Washington University Web site, elexicon.wustl.edu.

  • Balota, D. A., Cortese, M. J., Sergent-Marshall, S. D., Spieler, D. H., &Yap, M. J. (2004). Visual word recognition of singlesyllable words.Journal of Experimental Psychology: General,133, 283–316.

    Article  Google Scholar 

  • Balota, D. A., Pilotti, M., &Cortese, M. J. (2001). Subjective frequency estimates for 2,938 monosyllabic words.Memory & Cognition,29, 639–647.

    Article  Google Scholar 

  • Bird, H., Franklin, S., &Howard, D. (2001). Age of acquisition and imageability ratings for a large set of words, including verbs and function words.Behavior Research Methods, Instruments, & Computers,33, 73–79.

    Article  Google Scholar 

  • Brown, G. D. A., &Watson, F. L. (1987). First in, first out: Word learning age and spoken word frequency as predictors of word familiarity and word naming latency.Memory & Cognition,15, 208–216.

    Article  Google Scholar 

  • Burnard, L. (1995).The user’s reference guide for the British National Corpus. Oxford: Oxford University Computing Services.

    Google Scholar 

  • Carroll, J. B., &White, M. N. (1973). Age-of-acquisition norms for 220 picturable nouns.Journal of Verbal Learning & Verbal Behavior,12, 563–576.

    Article  Google Scholar 

  • Coltheart, M. (1981a). The MRC psycholinguistic database.Quarterly Journal of Experimental Psychology,33A, 497–505.

    Google Scholar 

  • Coltheart, M. (1981b).MRC psycholinguistic database user manual: Version 1. Accessed September 30, 2004, at the Web site of the Council for the Central Laboratory of the Research Councils, www.psych .rl.ac.uk/User_Manual_v1_0.html.

  • Cortese, M. J., &Fugett, A. (2004). Imageability ratings for 3,000 monosyllabic words.Behavior Research Methods, Instruments, & Computers,36, 384–387.

    Article  Google Scholar 

  • Davis, C. J. (2005). N-Watch: A program for deriving neighborhood size and other psycholinguistic statistics.Behavior Research Methods,37, 65–70.

    Article  PubMed  Google Scholar 

  • Davis, C. J., &Perea, M. (2005). BuscaPalabras: A program for deriving orthographic and phonological neighborhood statistics and other psycholinguistic indices in Spanish.Behavior Research Methods,37, 665–671.

    Article  PubMed  Google Scholar 

  • Duyck, W., Desmet, T., Verbeke, L. P. C., &Brysbaert, M. (2004). WordGen: A tool for word selection and nonword generation in Dutch, English, German, and French.Behavior Research Methods, Instruments, & Computers,36, 488–499.

    Article  Google Scholar 

  • Gernsbacher, M. A. (1984). Resolving 20 years of inconsistent interactions between lexical familiarity and orthography, concreteness, and polysemy.Journal of Experimental Psychology: General,113, 256–281.

    Article  Google Scholar 

  • Ghyselinck, M., Lewis, M. B., &Brysbaert, M. (2004). Age of acquisition and the cumulative-frequency hypothesis: A review of the literature and a new multi-task investigation.Acta Psychologica,115, 43–67.

    Article  PubMed  Google Scholar 

  • Gilhooly, K. J., &Gilhooly, M. L. (1980). The validity of age-ofacquisition ratings.British Journal of Psychology,71, 105–110.

    Google Scholar 

  • Gilhooly, K. J., &Logie, R. H. (1980). Age-of-acquisition, imagery, concreteness, familiarity, and ambiguity measures for 1,944 words.Behavior Research Methods & Instrumentation,12, 395–427.

    Article  Google Scholar 

  • Gordon, B. (1985). Subjective frequency and the lexical decision latency function: Implications for mechanisms of lexical access.Journal of Memory & Language,24, 631–645.

    Article  Google Scholar 

  • Hirsh, K. W., &Funnell, E. (1995). Those old, familiar things: Age of acquisition, familiarity and lexical access in progressive aphasia.Journal of Neurolinguistics,9, 23–32.

    Article  Google Scholar 

  • Hulme, C., Stuart, G., Brown, G. D. A., &Morin, C. (2003). Highand low-frequency words are recalled equally well in alternating lists: Evidence for associative effects in serial recall.Journal of Memory & Language,49, 500–518.

    Article  Google Scholar 

  • Juhasz, B., &Rayner, K. (2003). Investigating the effects of a set of intercorrelated variables on eye fixation durations in reading.Journal of Experimental Psychology: Learning, Memory, & Cognition,29, 1312–1318.

    Article  Google Scholar 

  • Marcel, A. J., &Patterson, K. (1978). Word recognition and production: Reciprocity in clinical and normal studies. In J. Requin (Ed.),Attention and performance VII (pp. 209–226). Hillsdale, NJ: Erlbaum.

    Google Scholar 

  • Meng, X., Rosenthal, R., &Rubin, D. B. (1992). Comparing correlated correlation coefficients.Psychological Bulletin,111, 172–175.

    Article  Google Scholar 

  • Morrison, C. M., Chappell, T. D., &Ellis, A. W. (1997). Age of acquisition norms for a large set of object names and their relation to adult estimates and other variables.Quarterly Journal of Experimental Psychology,50A, 528–559.

    Google Scholar 

  • Morrison, C. M., &Ellis, A. W. (2000). Real age of acquisition effects in word naming and lexical decision.British Journal of Psychology,91, 167–180.

    Article  PubMed  Google Scholar 

  • Morrison, C. M., Ellis, A. W., &Quinlan, P. T. (1992). Age of acquisition, not word frequency, affects object naming, not object recognition.Memory & Cognition,20, 705–714.

    Article  Google Scholar 

  • Paivio, A. (1971).Imagery and verbal processes. New York: Holt, Rinehart & Winston.

    Google Scholar 

  • Paivio, A., Yuille, J. C., &Madigan, S. A. (1968). Concreteness, imagery, and meaningfulness values for 925 nouns.Journal of Experimental Psychology Monographs,76(1, Pt. 2), 1–25.

    Article  Google Scholar 

  • Richardson, J. T. E. (1975). The effect of word imageability in acquired dyslexia.Neuropsychologia,13, 281–288.

    Article  PubMed  Google Scholar 

  • Roodenrys, S., Hulme, C., Alban, J., Ellis, A. W., &Brown, G. D. A. (1994). Effects of word frequency and age of acquisition on shortterm memory span.Memory & Cognition,22, 695–701.

    Article  Google Scholar 

  • Stadthagen-Gonzalez, H., Bowers, J. S., &Damian, M. F. (2004). Age-of-acquisition effects in visual word recognition: Evidence from expert vocabularies.Cognition,93, B11-B26.

    Article  PubMed  Google Scholar 

  • Toglia, M. P., &Battig, W. R. (1978).Handbook of semantic word norms. Hillsdale, NJ: Erlbaum.

    Google Scholar 

  • Whaley, C. P. (1978). Word-nonword classification time.Journal of Verbal Learning & Verbal Behavior,17, 143–154.

    Article  Google Scholar 

  • Zeno, S. M., Ivens, S. H., Millard, R. T., &Duvvuri, R. (1995).The educator’s word frequency guide. New York: Touchstone.

    Google Scholar 

  • Zevin, J. D., &Seidenberg, M. S. (2002). Age of acquisition effects in word reading and other tasks.Journal of Memory & Language,47, 1–29.

    Article  Google Scholar 

  • Zevin, J. D., &Seidenberg, M. S. (2004). Age-of-acquisition effects in reading aloud: Tests of cumulative frequency and frequency trajectory.Memory & Cognition,32, 31–38.

    Article  Google Scholar 

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Author information

Authors and Affiliations

  1. Department of Experimental Psychology, University of Bristol, 12A Priory Road, Clifton, BS8 1TU, Bristol, England

    Hans Stadthagen-Gonzalez & Colin J. Davis

Authors
  1. Hans Stadthagen-Gonzalez
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  2. Colin J. Davis
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Corresponding author

Correspondence to Hans Stadthagen-Gonzalez.

Additional information

This work was partially supported by ESRC Postdoctoral Fellowship PTA-026-27-0769 to H.S.-G., an Australian Research Council APD grant to C.J.D., and Biotechnology and Biological Sciences Research Council Grant 7/S17491 to Jeff Bowers and Markus Damian.

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Stadthagen-Gonzalez, H., Davis, C.J. The Bristol norms for age of acquisition, imageability, and familiarity. Behavior Research Methods 38, 598–605 (2006). https://doi.org/10.3758/BF03193891

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  • Received: 09 December 2004

  • Accepted: 28 July 2005

  • Issue date: November 2006

  • DOI: https://doi.org/10.3758/BF03193891

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Keywords

  • Lexical Decision
  • Word Frequency
  • Visual Word Recognition
  • Naming Latency
  • Control Word
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