The languages of the Implicit Association Test: Methodological implications from a case study

Adelman J. S. Brown G. D. A. Quesada J. F. (2006). Contextual diversity, not word frequency, determines word-naming and lexical decision times. Psychological Science, 17(9), 814–823. https://doi.org/10.1111/j.1467-9280.2006.01787.x

Aguete A. (2020). Contacto de linguas e variedades na emerxencia de novos modelos de vocalismo galego [Language Contact and Varieties in the Emergence of New Models of Galician Vowelism]. In Dubert-García F. Míguez V. Sousa X. (Eds.), Variedades lingüísticas en contacto na Península Ibérica (pp. 155–193). Consello da Cultura Galega.

Altarriba J. Basnight-Brown D. M. (2007). Methodological considerations in performing semantic- and translation-priming experiments across languages. Behavior Research Methods, 39(1), 1–18. https://doi.org/10.3758/BF03192839

Álvarez C. M. Taylor K. A. Gomez C. (2017). The effects of Hispanic bilinguals’ language use and stereotype activation on negotiations outcomes. Journal of Business Research, 72, 158–167. https://doi.org/10.1016/j.jbusres.2016.10.009

Álvarez-Mosquera P. (2019). Young Coloureds’ implicit attitudes towards two historically White English accents in the South African context. English World-Wide, 40(3), 325–344. https://doi.org/10.1075/eww.00034.alv

Álvarez-Mosquera P. Marín-Gutiérrez A. (2018). Implicit language attitudes toward historically White accents in the South African context. Journal of Language and Social Psychology, 37(2), 238–248. https://doi.org/10.1177/0261927X17718349

Álvarez-Mosquera P. Marín-Gutiérrez A. (2021). Language, race or place? Influential factors in determining young “coloured” individuals’ attitudes towards Afrikaans accents in English. Lingua, 251, 103027. https://doi.org/10.1016/J.LINGUA.2020.103027

Álvarez-Mosquera P. Marín-Gutiérrez A. Iglesias Álvarez A. (2023). Language biases and implicit attitudes among university students in Galicia (Spain). Journal of Multilingual and Multicultural Development, 1–15. https://doi.org/10.1080/01434632.2023.2226647

Anderson J. R. (1983). A spreading activation theory of memory. Journal of Verbal Learning & Verbal Behavior, 22(3), 261–295. https://doi.org/10.1016/S0022-5371(83)90201-3

Anooshian L. J. Hertel P. T. (1994). Emotionality in free recall: Language specificity in bilingual memory. Cognition and Emotion, 8(6), 503–514. https://doi.org/10.1080/02699939408408956

Arkes H. R. Tetlock P. E. (2004). Attributions of implicit prejudice, or “Would Jesse Jackson ‘fail’ the Implicit Association Test? ” Psychological Inquiry, 15(4), 257–278. https://doi.org/10.1207/s15327965pli1504_01

Banaji M. R. Greenwald A. G. (2013). Blindspot: Hidden biases of good people. Delacorte Press.

Brysbaert M. Mandera P. Keuleers E. (2018). The word frequency effect in word processing: An updated review. Current Directions in Psychological Science, 27(1), 45–50. https://doi.org/10.1177/0963721417727521

Caldwell-Harris C. L. Tong J. Lung W. Poo S. (2011). Physiological reactivity to emotional phrases in Mandarin–English bilinguals. International Journal of Bilingualism, 15(3), 329–352. https://doi.org/10.1177/1367006910379262

Caliskan A. Bryson J. J. Narayanan A. (2017). Semantics derived automatically from language corpora contain human-like biases. Science, 356(6334), 183–186. https://doi.org/10.1126/science.aal4230

Callesano S. Carter P. M. (2023). Unidirectional language bias: The Implicit Association Test with Spanish and English in Miami. International Journal of Bilingualism, 27(6), 960–977. https://doi.org/10.1177/13670069221121159

Campbell-Kibler K. (2012). The Implicit Association Test and sociolinguistic meaning. Lingua, 122(7), 753–763. https://doi.org/10.1016/j.lingua.2012.01.002

Čavar F. Tytus A. E. (2018). Moral judgement and foreign language effect: When the foreign language becomes the second language. Journal of Multilingual and Multicultural Development, 39(1), 17–28. https://doi.org/10.1080/01434632.2017.1304397

Circi R. Gatti D. Russo V. Vecchi T. (2021). The foreign language effect on decision-making: A meta-analysis. Psychonomic Bulletin & Review, 28, 1131–1141. https://doi.org/10.3758/s13423-020-01871-z

Comstock L. Iacoboni M. (2020). Sociolinguistic context, not test language, predicts implicit bias scores between ethnicities. PsyArXiv. https://doi.org/10.31234/osf.io/jaf96

Costas X. H. (Coord.). (2009). 55 mentiras sobre a lingua galega [55 Lies About the Galician Language]. Edicións Laiovento.

Dai W. Albarracín D. (2022). It’s time to do more research on the attitude–behavior relation: A commentary on implicit attitude measures. WIREs Cognitive Science, 13(4), Article e1602. https://doi.org/10.1002/wcs.1602

Danziger S. Ward R. (2010). Language changes implicit associations between ethnic groups and evaluation in bilinguals. Psychological Science, 21(6), 799–800. https://doi.org/10.1177/0956797610371344

Dasgupta N. Greenwald A. G. Banaji M. R. (2003). The first ontological challenge to the IAT: Attitude or mere familiarity? Psychological Inquiry, 14(3–4), 238–243. https://doi.org/10.1207/S15327965PLI1403&4_06

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(4), 665–671.

Dovidio J. F. Kawakami K. Gaertner S. L. (2002). Implicit and explicit prejudice and interracial interaction. Journal of Personality and Social Psychology, 82(1), 62–68. https://doi.org/10.1037/0022-3514.82.1.62

Dubert F. (2002). Os sociolectos galegos [The Galician Sociolects]. Cadernos de lingua, 24, 5–27.

Eisenchlas S. Schalley A. (2020). Making sense of “home language” and related concepts. In Schalley A. Eisenchlas S. (Eds.), Handbook of home language maintenance and development: Social and affective factors (pp. 17–37). De Gruyter Mouton. https://doi.org/10.1515/9781501510175-002

Ellis C. Hadden L. Jones M. W. (2019). Language and transient emotional states affect implicit cultural bias. Quarterly Journal of Experimental Psychology, 72(5), 1242–1249. https://doi.org/10.1177/1747021818792412

Fazio R. H. Jackson J. R. Dunton B. C. Williams C. J. (1995). Variability in automatic activation as an unobtrusive measure of racial attitudes: A bona fide pipeline? Journal of Personality and Social Psychology, 69(6), 1013–1027. https://doi.org/10.1037/0022-3514.69.6.1013

Fazio R. H. Sanbonmatsu D. M. Powell M. C. Kardes F. R. (1986). On the automatic activation of attitudes. Journal of Personality and Social Psychology, 50(2), 229–238. https://doi.org/10.1037/0022-3514.50.2.229

Ferguson C. A. (1959). Diglossia. Word, 15(2), 325–340. https://doi.org/10.1080/00437956.1959.11659702

Gallo D. A. (2006). Associative illusions of memory: False memory research in DRM and related tasks (1st ed.). Psychology Press. https://doi.org/10.4324/9780203782934

Garrido M. Prada M. (2018). Comparing the valence, emotionality and subjective familiarity of words in a first and a second language. International Journal of Bilingual Education and Bilingualism, 24, 275–291. https://doi.org/10.1080/13670050.2018.1456514

Gawronski B. (2019). Six lessons for a cogent science of implicit bias and its criticism. Perspectives on Psychological Science, 14(4), 574–595. https://doi.org/10.1177/1745691619826015

Greenwald A. G. Banaji M. R. (1995). Implicit social cognition: Attitudes, self-esteem, and stereotypes. Psychological Review, 102(1), 4–27. https://doi.org/10.1037/0033-295X.102.1.4

Greenwald A. G. McGhee D. E. Schwartz J. L. K. (1998). Measuring individual differences in implicit cognition: The implicit association test. Journal of Personality and Social Psychology, 74(6), 1464–1480. https://doi.org/10.1037/0022-3514.74.6.1464

Greenwald A. G. Poehlman T. A. Uhlmann E. L. Banaji M. R. (2009). Understanding and using the Implicit Association Test: III. Meta-analysis of predictive validity. Journal of Personality and Social Psychology, 97(1), 17–41. https://doi.org/10.1037/a0015575

Grosjean F. (2013). Bilingualism: A short introduction. Oxford University Press.

Hamers J. F. Blanc M. H. A. (2000). Bilingualism and bilingualism. Cambridge University Press. https://doi.org/10.1017/CBO9780511605796

Hutchison K. A. (2003). Is semantic priming due to association strength or feature overlap? A microanalytic review. Psychonomic Bulletin & Review, 10(4), 785–813. https://doi.org/10.3758/BF03196544

Ianos M. A. Hinostroza-Castillo U. Senar F. Petreñas C. (2023). Predicting language use in Catalonia (Spain): The role of implicit and explicit language attitudes. International Journal of Multilingualism, 21(3), 1419–1433. https://doi.org/10.1080/14790718.2023.2170382

Ianos M. A. Rusu A. Huguet À. Lapresta-rey C. Adelina M. Rusu A. Huguet À. Lapresta-rey C. Ianos M. A. Rusu A. (2020). Implicit language attitudes in Catalonia (Spain): Investigating preferences for Catalan or Spanish using the Implicit Association Test. Journal of Multilingual and Multicultural Development, 44(3), 214–229. https://doi.org/10.1080/01434632.2020.1806857

Iglesias Álvarez A. M. Álvarez Mosquera P. Marín Gutiérrez A . (2024). Explorando actitudes lingüísticas implícitas e explícitas: O caso galego [Exploring Implicit and Explicit Linguistic Attitudes: The Galician Case]. Estudos de Lingüística Galega, 16. https://doi.org/10.15304/elg.16.9723

Ileana M. (2021). The influence of test language on bilinguals’ intergroup attitudes: The moderating effect of group and perceived language status [Master’s thesis, Instituto Universitário de Lisboa, Lisboa]. https://t.ly/PWb4m

Instituto Galego de Estatística. (2018). Enquisa estructural a fogares. Coñecemento e uso do galego [Structural Survey of Households: Knowledge and Use of Galician]. https://datos.gob.es/es/catalogo/a12002994-enquisa-estrutural-a-fogares-conecemento-e-uso-do-galego-edicion-2018

JASP Team. (2024). JASP (Version 0.19.0) [Windows 11].

Karpinski A. Steinman R. B. (2006). The single category implicit association test as a measure of implicit social cognition. Journal of Personality and Social Psychology, 91(1), 16–32. https://doi.org/10.1037/0022-3514.91.1.16

Kousta S.-T. Vinson D. P. Vigliocco G. (2009). Emotion words, regardless of polarity, have a processing advantage over neutral words. Cognition, 112(3), 473–481. https://doi.org/10.1016/j.cognition.2009.06.007

Kroll J. F. Bialystok E. (2013). Understanding the consequences of bilingualism for language processing and cognition. Journal of Cognitive Psychology, 25(5), 497–514. https://doi.org/10.1080/20445911.2013.799170

Ksiazkiewicz A. Hedrick J. (2013). An introduction to implicit attitudes in political science research. PS: Political Science & Politics, 46(3), 525–531. https://doi.org/10.1017/S1049096513000632

Kumar V. Dixit A. Javalgi R. G. Dass M. (2016). Research framework, strategies, and applications of intelligent agent technologies (IATs) in marketing. Journal of the Academy of Marketing Science, 44(1), 24–45. https://doi.org/10.1007/s11747-015-0426-9

Kuperman V. Estes Z. Brysbaert M. Warriner A. B. (2014). Emotion and language: Valence and arousal affect word recognition. Journal of Experimental Psychology: General, 143(3), 1065–1081. https://doi.org/10.1037/a0035669

Kurdi B. Mann T. C. Charlesworth T. E. S. Banaji M. R. (2019). The relationship between implicit intergroup attitudes and beliefs. Proceedings of the National Academy of Sciences, 116(13), 5862–5871. https://doi.org/10.1073/PNAS.1820240116

Lane K. A. Banaji M. R. Nosek B. A. Greenwald A. G. (2007). Procedures and their implementation understanding and using the IAT 3 understanding and using the implicit association test: IV what we know (so far) about the method. In Wittenbrink B. Schwarz N. (Eds.), Implicit measures of attitudes: Procedures and controversies (pp. 59–102). The Guilford Press. www.implicit.harvard.edu

Lynott D. Kansal H. Connell L. O’Brien K. S. (2012). Modelling the IAT: Implicit Association Test reflects shallow linguistic environment and not deep personal attitudes. In Miyake N. Peebles D. Cooper R. P. (Eds.), Building bridges across cognitive sciences around the world: Proceedings of the 34th annual meeting of the cognitive science society (pp. 1948–1953). Cognitive Science Society. https://research.monash.edu/en/publications/modelling-the-iat-implicit-association-test-reflects-shallow-ling

Monteagudo H. (2021). O idioma galego baixo o franquismo [The Galician Language under Francoism]. Galaxia.

Nosek B. A. Banaji M. R. (2001). The go/no-go association task. Social Cognition, 19, 625–666. https://doi.org/10.1521/soco.19.6.625.20886

Nosek B. A. Banaji M. R. Greenwald A. G. (2002). Harvesting implicit group attitudes and beliefs from a demonstration web site. Group Dynamics: Theory, Research, and Practice, 6(1), 101–115. https://doi.org/10.1037/1089-2699.6.1.101

Nosek B. A. Greenwald A. G. Banaji M. R. (2005). Understanding and using the Implicit Association Test: II. Method variables and construct validity. Personality & Social Psychology Bulletin, 31(2), 166–180. https://doi.org/10.1177/0146167204271418

Ogunnaike O. Dunham Y. Banaji M. R. (2010). The language of implicit preferences. Journal of Experimental Social Psychology, 46(6), 999–1003. https://doi.org/10.1016/j.jesp.2010.07.006

OpenSesame. (2023). OpenSesame 3.3 documentation. https://osdoc.cogsci.nl/3.3/

Oswald F. L. Mitchell G. Blanton H. Jaccard J. Tetlock P. E. (2013). Predicting ethnic and racial discrimination: A meta-analysis of IAT criterion studies. Journal of Personality and Social Psychology, 105(2), 171–192. https://doi.org/10.1037/a0032734

Pantos A. J. Perkins A. W. (2013). Measuring implicit and explicit attitudes toward foreign accented speech. Journal of Language and Social Psychology, 32(1), 3–20. https://doi.org/10.1177/0261927X12463005

Pavlenko A. (2012). Affective processing in bilingual speakers: Disembodied cognition? International Journal of Psychology, 47(6), 405–428. https://doi.org/10.1080/00207594.2012.743665

Payne B. K. Cheng C. M. Govorun O. Stewart B. D. (2005). An inkblot for attitudes: Affect misattribution as implicit measurement. Journal of Personality and Social Psychology, 89(3), 277–293. https://doi.org/10.1037/0022-3514.89.3.277

Real Academia Galega. (1996). Actitudes lingüísticas en Galicia [Linguistic Attitudes in Galicia.].

Real Academia Galega. (2011). Mapa sociolingüístico de Galicia 2004. Actitudes lingüísticas en Galicia [Sociolinguistic Map of Galicia 2004. Linguistic Attitudes in Galicia.].

Regueira X. L. (2019). Variación fonética, a lingua da esfera pública e estándar oral: entre a lingüística e a política [Phonetic Variation, the Language of the Public Sphere, and Oral Standard: Between Linguistics and Politics]. Revista Galega de Filoloxía, 20, 119–147.

Regueira X. L. Fernández Rei E. (2020). The Spanish sound system and intonation in contact with Galician. In Rajiv R. (Ed.), Spanish phonetics and phonology in contact: Studies from Africa, the Americas, and Spain (pp. 325–362). John Benjamins.

Roessel J. Schoel C. Stahlberg D. (2018). What’s in an accent? General spontaneous biases against nonnative accents: An investigation with conceptual and auditory IATs. European Journal of Social Psychology, 48(4), 535–550. https://doi.org/10.1002/ejsp.2339

Saraiva M. Garrido M. V. Pandeirada J. N. (2021). Surviving in a second language: Survival processing effect in memory of bilinguals. Cognition and Emotion, 35(2), 417–424. https://doi.org/10.1080/02699931.2020.1840336

Schnabel K. Asendorpf J. B. Greenwald A. G. (2008). Assessment of individual differences in implicit cognition a review of IAT measures. IAT measures European. Journal of Psychological Assessment, 24(4), 210–217. https://doi.org/10.1027/1015-5759.24.4.210

Siguán Soler M . (1994). Conocimiento y uso de las lenguas en España [Knowledge and Use of Languages in Spain]. Centro de investigaciones sociológicas.

Suárez Quintas S . (2017). O galego non é o ghallegho que falamos nós’: a percepción e as actitudes como condicionantes do cambio lingüístico [Galician is not the Ghallegho we speak: Perception and Attitudes as Determinants of Linguistic Change]. In Fernández Rei E. Regueira X. L. (Eds.), Estudos sobre o cambio lingüístico no galego actual (pp. 187–213). Consello da Cultura Galega.

Trofimovich P. Turuševa L. (2020). Language attitudes and ethnic identity: Examining listener perceptions of Latvian-Russian bilingual speakers. Journal of Language, Identity & Education, 19(1), 9–24. https://doi.org/10.1080/15348458.2019.1696682

Zentella A. C. (1998). Growing up bilingual: Puerto Rican children in New York. Blackwell.