Article published in:
Spanish Language and Sociolinguistic Analysis
Edited by Sandro Sessarego and Fernando Tejedo-Herrero
[Issues in Hispanic and Lusophone Linguistics 8] 2016
► pp. 1–32

Quantitative analysis in language variation and change

| University of Toronto
The essential goal of variation analysis is to understand the behavior of the dependent variable according to a series of factors, either external (social) or internal (grammatical), (Sankoff, 1988, p. 985). I begin with a brief review of the standard tool, logistic regression using the Varb family of programs. I will also introduce new tools, mixed effects models and condition inference trees relying on the discussions in Baayen (2008), Gries (2009), Johnson (2009).
Keywords: language variation, quantitative analysis, Varb
Published online: 25 May 2016
https://doi.org/10.1075/ihll.8.01tag
References

References

Alfaraz, G.G.
(2015) Variation of overt and null subject pronouns in the Spanish of Santo Domingo. In A.M. Carvalho, R. Orozco, & N.L. Shin (Eds.), Subject pronoun expression in Spanish: A cross-dialectal perspective (pp. 5-18). Washington, DC: Georgetown University Press.Google Scholar
Baayen, H.
(2008) Analyzing linguistic data: A practical introduction to statistics. Cambridge: Cambridge University Press. CrossrefGoogle Scholar
Baayen, H., Davidson, D., & Bates, D.
(2008) Mixed-effect modeling with crossed random effects for subjects and items. Journal of Memory and Language, 59, 390-412. CrossrefGoogle Scholar
Bates, D.
(2005a) Fitting linear mixed models in R. R News, 5(1), 27-30.Google Scholar
(2005b) lme4: Linear mixed effects models using S4 classes, R package version 9.9975-7.
Blas Arroyo, J.L., & González Martínez, J.
(2014) ‘¿Qué tengo que/de hazer?’: Variación y cambio lingüístico en el seno de las perífrasis de infinitivo a partir de textos escritos de impronta oral en el español clásico. Studies in Hispanic & Lusophone Linguistics, 7(2), 241-274.Google Scholar
Bresnan, J., & Ford, M.
(2010) Predicting syntax: Processing dative constructions in American and Australian varieties of English Language, 86(1), 168-213. CrossrefGoogle Scholar
Brown, E.L., & Cortés-Torres, M.
(2012) Syntactic and pragmatic usage of the [estar + Adjective] construction in Puerto Rican Spanish: ¡Está brutal! In K. Geeslin & M. Díaz-Campos (Eds.), Selected Proceedings of the 14th Hispanic Linguistics Symposium (pp. 61-74). Somerville, MA: Cascadilla Proceedings Project.Google Scholar
Brown, E.L., & Torres Cacoullos, R.
(2003) Spanish /s/: A different story from beginning (initial) to end (final). In R. Núñez-Cedeño, L. López, & R. Cameron (Eds.), A Romance perspective in language knowledge and use. Selected papers from the 31st Linguistic Symposium on Romance Languages (LSRL) (pp. 22-38). Amsterdam: John Benjamins. CrossrefGoogle Scholar
Bullock, B.E., & Toribio, A.J.
(2015) An experimental approach to hypercorrection in Dominican Spanish. In R. Klassen, J.M. Liceras & E. Valenzuela (Eds.), Hispanic linguistics at the crossroads. Theoretical linguistics, language acquisition and language contact (pp. 251-268). Amsterdam: John Benjamins. CrossrefGoogle Scholar
Cameron, R.
(1993) Ambiguous agreement, functional compensation, and nonspecific tú in the Spanish of San Juan, Puerto Rico and Madrid, Spain. Language Variation and Change, 5(3), 305-334. CrossrefGoogle Scholar
Carvalho, A.
(2004) I speak like the guys on TV: Palatalization and the urbanization of Uruguayan Portuguese. Language Variation and Change, 16(2), 127-151. CrossrefGoogle Scholar
Carvalho, A.M., & Bessett, R.M.
(2015) Subject pronoun expression in Spanish in contact with Portuguese. In A.M. Carvalho, R. Orozco, & N.L. Shin (Eds.), Subject pronoun expression in Spanish: A cross-dialectal perspective (pp. 145-168). Washington, DC: Georgetown University Press.Google Scholar
Cedergren, H.J., & Sankoff, D.
(1974) Variable rules: Performance as a statistical reflection of competence. Language, 50(2), 333-355. CrossrefGoogle Scholar
Chambers, J.K.
(2003) Sociolinguistic theory: Linguistic variation and its social significance. Malden, MA: Blackwell.Google Scholar
Cofer, T.
(1975) Performance constraints on relative pronoun deletion. Linguistics, 157, 13-32.Google Scholar
Díaz-Campos, M., Fafulas, S., & Gradoville, M.
(2010) Going retro: An analysis of the interplay between socioeconomic class and age in Caracas Spanish. In J. Michnowicz & R. Dodsworth (Eds.), Selected Proceedings of the Fifth Workshop on Spanish Sociolinguistics (pp. 65-78). Somerville, MA: Cascadilla Proceedings Project.Google Scholar
Fries, C.C.
(1940) American English grammar. New York, NY: Appleton, Century, Crofts.Google Scholar
Geeslin, K., & Guijarro-Fuentes, P.
(2008) Variation in contemporary Spanish: Linguistic predictors of estar in four cases of language contact. Bilingualism, Language and Cognition, 11, 365-380.http://​repository​.upenn​.edu​/pwpl​/vol17​/iss2​/12/ DOI: CrossrefGoogle Scholar
Gries, S.T.
(2009) Statistics for linguistics with R. Berlin: Mouton de Gruyter. CrossrefGoogle Scholar
Guy, G.R.
(1980) Variation in the group and the individual: The case of final stop deletion. In W. Labov (Ed.), Locating language in time and space (pp. 1-36). New York, NY: Academic Press.Google Scholar
(1988) Advanced VARBRUL analysis. In K. Ferrara, B. Brown, K. Walters, & J. Baugh (Eds.), Linguistic change and contact (pp.124-136). Austin, TX: Department of Linguistics, University of Texas at Austin.Google Scholar
(1993) The quantitative analysis of linguistic variation. In D. Preston (Ed.), American dialect research (pp. 223-249). Amsterdam: John Benjamins. CrossrefGoogle Scholar
Hay, J.
(2006a) Modelling sociophonetic variation. Journal of Phonetics, 34(4), 405-408. CrossrefGoogle Scholar
(2006b) Spoken syntax: The phonetics of giving a hand in New Zealand English. The Linguistic Review, 23(3), 321-349. CrossrefGoogle Scholar
Huddleston, R., & Pullum, Geoffrey K.
(2002) The Cambridge Grammar of the English Language. Cambridge: Cambridge University Press.Google Scholar
Jaeger, F.
(2005) Optional that indicates production difficulty: Evidence from disfluencies. Proceedings of DiSS’05, Disfluency in Spontaneous Speech Workshop (pp. 103-109). Aix-en-Provence, France, 10-12 September 2005.
Johnson, D.E.
(2009) Getting off the GoldVarb standard: Introducing Rbrul for mixed effects variable rule analysis. Language and Linguistics Compass, 3(1), 359-383. CrossrefGoogle Scholar
(2010) Rbrul manual. Retrieved from http://​www​.danielezrajohnson​.com​/Rbrul​.R
Johnson, M., & Barnes, S.
(2013)  Haya vs. haiga: An analysis of the variation observed in Mexican Spanish using a mixed effects model. In A.M. Carvalho & S. Beaudrie (Eds.), Selected Proceedings of the Sixth Workshop on Spanish Sociolinguistics (pp. 32-40). Somerville, MA: Cascadilla Proceedings Project.Google Scholar
Johnson, M., & Grinstead, J.
(2012) Variation in the voseo and tuteo Negative Imperatives in Argentine Spanish. In M. Tamminga (Ed.), University of Pennsylvania Working Papers in Linguistics, 17(2), Article 12. Available at http://​repository​.upenn​.edu​/cgi​/viewcontent​.cgi​?article​=1198​&context​=pwplGoogle Scholar
Labov, W.
(1972) Language in the inner city. Philadelphia, PA: University of Pennsylvania Press.Google Scholar
(1990) The intersection of sex and social class in the course of linguistic change. Language Variation and Change, 2(2), 205-254. CrossrefGoogle Scholar
Lamy, D.S.
(2015) A sociophonetic analysis of trill production in Panamanian Spanish. In R. Klassen, J.M. Liceras, & E. Valenzuela (Eds.), Hispanic linguistics at the crossroads. Theoretical linguistics, language acquisition and language contact (pp. 313-336). Amsterdam: John Benjamins. CrossrefGoogle Scholar
Lastra, Y., & Martín Butragueño, P.
(2015) Subject pronoun expression in oral Mexican Spanish. In A.M. Carvalho, R. Orozco, & N.L. Shin (Eds.), Subject pronoun expression in Spanish: A cross-dialectal perspective (pp. 41-60). Washington, DC: Georgetown University Press.Google Scholar
Medina-Rivera, Antonio
(2011) Variationist Approaches: External factors conditioning variation in Spanish phonology. In M. Díaz-Campos (Ed.), The handbook of Hispanic sociolinguistics (pp. 36-53). Oxford: Wiley-Blackwell. CrossrefGoogle Scholar
Michnowitz, J.
(2015) Subject pronoun expression in contact with Maya in Yucatan Spanish. In A.M. Carvalho, R. Orozco, & N.L. Shin (Eds.), Subject pronoun expression in Spanish: A cross-dialectal perspective (pp. 103-122). Washington, DC: Georgetown University Press.Google Scholar
Paolillo, J.
(2009) Model vs. software in variation analysis. Presented at a Workshop on Using Statistical Tools to Explain Linguistic Variation. Convenor: Sali A. Tagliamonte. New Ways of Analyzing Variation (NWAV) 38 Ottawa, Ontario, Canada. October 22-25, 2009.
Pinheiro, J.C., & Bates, D.
(2000) Mixed-effects models in S and S-PLUS. New York, NY: Springer. CrossrefGoogle Scholar
Poplack, S., & Tagliamonte, S.A.
(2001) African American English in the diaspora: Tense and aspect. Malden, MA: Blackwell.Google Scholar
Rand, D., & Sankoff, D.
(1990) GoldVarb: A variable rule application for the Macintosh. Montreal, Canada: Centre de recherches mathématiques, Université de Montréal.
Rodríguez Riccelli, A.
forthcoming). Espero estén todos:The distribution of the null complementizer in two varieties of Spanish. In J. King & S. Sessarego (Eds.) The dynamics of language variation and change: Varieties of Spanish across space and time Amsterdam John Benjamins
Rohdenburg, G.
(1998) Clausal complementation and cognitive complexity in English. In F.-W. Neumann & S. Schülting (Eds.), Anglistentag Erfurt (pp. 101-112). Trier: Wissenschaftlicher Verlag.Google Scholar
Sankoff, D.
(1988) Variable rules. In U. Ammon, N. Dittmar, & K.J. Mattheier (Eds.), Sociolinguistics: An international handbook of the science of language and society Vol. 2 (pp. 984-997). Berlin: Walter de Gruyter.Google Scholar
Sankoff, D., Tagliamonte, S.A., & Smith, E.
(2005) Goldvarb X. Department of Linguistics, University of Toronto, Toronto, Canada. Retrieved from http://​individual​.utoronto​.ca​/tagliamonte​/Goldvarb​/GV​_index​.htm
Sankoff, G.
(1974) A quantitative paradigm for the study of communicative competence. In R. Bauman & J. Sherzer (Eds.), Explorations in the ethnography of speaking (pp. 18-49). Cambridge: Cambridge University Press.Google Scholar
Sankoff, G., Blondeau, H., & Charity, A.
(2001) Individual roles in a real-time change: Montreal (r->R) 1947-1995. In R. van Hout & H. vande Velde (Eds.), R-atics: Sociolinguistic, phonetic and phonological characteristics of /r/ (pp.141-157). Brussels: Université Libre de Bruxelles, Institute des Langues Vivantes et de Phonétique.Google Scholar
Schwenter, S.A.
(2011) Variationist approaches to Spanish morphosyntax. In M. Díaz-Campos (Ed.), The handbook of Hispanic sociolinguistics (pp. 123-147). Oxford: Wiley-Blackwell. CrossrefGoogle Scholar
Schwenter, S.A., & Torres Cacoullos, R.
(2008) Defaults and indeterminacy in temporal grammaticalization: The ‘perfect’ road to perfective. Language Variation and Change, 20(1), 1-39. CrossrefGoogle Scholar
Storms, G.
(1966) That-clauses in Modern English. English Studies, 47, 249-270. CrossrefGoogle Scholar
Tagliamonte, S.A.
(2001)  Come/came variation in English dialects. American Speech, 76(1), 42-61. CrossrefGoogle Scholar
(2002) Comparative sociolinguistics. In J.K. Chambers, P. Trudgill, & N. Schilling-Estes (Eds.), Handbook of language variation and change (pp. 729-763). Malden, MA: Blackwell.Google Scholar
(2006) Analysing sociolinguistic variation. Cambridge: Cambridge University Press. CrossrefGoogle Scholar
(2007) Quantitative analysis. In R. Bayley & L. Ceil (Eds.), Sociolinguistic variation: Theory, methods, and applications, Dedicated to Walt Wolfram (pp. 190-214). Cambridge: Cambridge University Press. CrossrefGoogle Scholar
(2012) Variationist Sociolinguistics: Change, observation, interpretation. Malden, MA: Wiley-Blackwell.Google Scholar
Tagliamonte, S.A., & Baayen, R.H.
(2012) Models, forests and trees of York English: Was/were variation as a case study for statistical practice. Language Variation and Change, 24(2), 135-178. CrossrefGoogle Scholar
Tagliamonte, S.A., & Smith, J.
(2005) No momentary fancy! The zero 'complementizer' in English dialects. English Language and Linguistics 9(2), 1-21. CrossrefGoogle Scholar
Team, R Development Core
(2007) R: A language and environment for statistical computing. Vienna, Austria: R Foundation for Statistical Computing. Retrieved from http://​www​.R​-project​.orgGoogle Scholar
Thompson, S., & Mulac, A.
(1991) The discourse conditions for the use of the complementizer that in conversational English. Journal of Pragmatics, 15, 237-251. CrossrefGoogle Scholar
Torres-Cacoullos, R., & Walker, J.A.
(2009) On the persistence of grammar in discourse formulas: A variaionist study of that . Linguistics, 47(1), 1-43. CrossrefGoogle Scholar
Wolfram, W.
(1993) Identifying and interpreting variables. In D.R. Preston (Ed.), American dialect research (pp. 193-221). Amsterdam: John Benjamins. CrossrefGoogle Scholar
Young, R., & Bayley, R.
(1996) VARBRUL analysis for second language acquisition research. In R. Bayley & D.R. Preston (Eds.), Second language acquisition and linguistic variation (pp. 253-306). Amsterdam: John Benjamins. CrossrefGoogle Scholar
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