Cited by 9EFL/ESL Teaching and LearningSecond Language Acquisition and LearningLearning Styles and Cognitive Differences

The DOI matches its Crossref record; 72 of the 72 references it cites were found in a registry or an index; 1 of the 77 sources its claims cite were checked for support.

The role of individual learner differences in explicit language instruction

Open access

Abstract

Aptitude–treatment interaction (ATI) research is of both theoretical and practical interest to second language (L2) learning, since it provides insights into the processes linking learner‐internal individual difference factors and learner‐external contextual variables including instructional approach—variables that jointly determine L2 outcomes. The present study employed a full range of aptitude measures mapped onto four explicit instructional conditions: auditory inductive, written inductive, mixed inductive, and mixed deductive. International volunteers (N = 136) completed online language lessons in beginners’ Polish targeting two morphological features. Participants’ phonetic and language‐analytic abilities, level of multilingualism, and age predicted L2 achievement. A cluster analysis identified four learner profiles: high aptitude, low aptitude, memory oriented, and analytically oriented. Deductive instruction seemed to neutralise individual differences in aptitude, while ATI effects were observed in the single‐modality conditions, with auditory input favouring high‐aptitude learners and written input favouring high‐aptitude, analytically oriented, and memory‐oriented learners. We discuss the theoretical and practical import of these findings by highlighting the “capital” afforded by prior language learning experience, over and above the role of cognitive ability. In addition to the inductive–deductive contrast in explicit instruction, we emphasise the importance of input modality, which has hitherto been neglected in the field.

Overview

AI snapshot

Written from the paper’s full text.

TL;DR

This quasi-experimental study examined aptitude-treatment interactions among 136 adult beginners learning two Polish morphological features through four online explicit instructional conditions. It found that phonetic/language-analytic abilities, multilingualism, and age predicted achievement, that deductive instruction appeared to neutralise aptitude differences, and that single-modality input produced profile-dependent advantages.

Key findings

  • Phonetic and language-analytic abilities were the strongest predictors of posttest performance: they explained 8% of variance on Posttest 1 and 10% on Posttest 2; multilingualism explained 8% and 5%, and age explained 5% and 6%, respectively.
  • Cluster analysis identified four learner profiles: high aptitude, low aptitude, memory oriented, and analytically oriented.
  • The mixed deductive group was the only group in which none of the cognitive ability measures were significantly associated with posttest performance, consistent with a neutralising/levelling effect of deductive instruction.
  • ATI effects appeared in single-modality conditions: in the auditory condition, high-aptitude learners outperformed low-aptitude learners (p = .013); in the written condition, high-aptitude learners outperformed low-aptitude (p < .001) and memory-oriented learners (p = .010), and analytically oriented (p < .001) and memory-oriented learners (p = .049) outperformed low-aptitude learners.

Methods

  • Quasi-experimental online study with 136 international adult volunteers who had no knowledge of Polish or other Slavic languages; participants completed beginner Polish lessons targeting adjective-noun gender agreement and the genitive of negation.
  • Participants were allocated to four explicit instructional conditions: auditory inductive (n = 33), written inductive (n = 45), mixed inductive (n = 31), and mixed deductive (n = 27).
  • Measures included LLAMA B/D/E/F aptitude subtests, a probabilistic serial reaction time task for implicit aptitude, an operation span task for working memory, and a background questionnaire; analyses included correlations, principal component analysis, hierarchical regression, agglomerative hierarchical cluster analysis, and nonparametric ANOVA with bootstrapping and pairwise comparisons.

Limitations

  • Stated by the authors: the participant sample was not as large as desired, resulting in uneven numbers across conditions and too few cases in some ATI cells; they could not draw meaningful conclusions about the high-aptitude profile in the mixed inductive group.
  • Stated by the authors: no delayed posttests were included because of the practical challenge of asking participants to return after lengthy sessions spread over several days.
  • Evident from the text: some measures had low reliability or substantial missing data (SRT reliability = 0.52; LLAMA D alpha = 0.63; SRT N = 83), and several ATI cells were very small (e.g., high-aptitude learners in mixed inductive and mixed deductive each n = 1), limiting the strength of interaction conclusions.

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Integrity signals

Registry

Crossref · 10.1111/modl.12963

Cites

72 of 72 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Verification

Claims the paper makes

1 of 77 cited sources checked · 1 supported · 0 flagged

  • Findingown data

    Participants' phonetic and language-analytic abilities, level of multilingualism, and age predicted L2 achievement.

    “Participants' phonetic and language-analytic abilities, level of multilingualism, and age predicted L2 achievement.”
    Quote in the paperSubstantial claim
  • Findingown data

    Deductive instruction seemed to neutralise individual differences in aptitude.

    “Deductive instruction seemed to neutralise individual differences in aptitude, while ATI effects were observed in the single-modality conditions, with auditory input favouring high-aptitude learners and written input favouring high-aptitude, analytically oriented, and memory-oriented learners.”
    Quote in the paperSubstantial claim
  • Findingown data

    A cluster analysis identified four learner profiles: high aptitude, low aptitude, memory oriented, and analytically oriented.

    “A cluster analysis identified four learner profiles: high aptitude, low aptitude, memory oriented, and analytically oriented.”
    Quote in the paperSubstantial claim
  • Findingown data

    In the pilot study, no correlations were found in the deductive group.

    “Conversely, no correlations were found in the deductive group”
    Quote in the paperSubstantial claim
  • Findingown data

    Using Ward's method, a 4-cluster solution was settled on for which all variables except perceptions of the instructional materials showed statistical differences between the clusters.

    “Using Ward's method, we compared possible solutions based on the distance between fusion coefficients in the agglomeration schedule and settled on a 4-cluster solution for which all variables except perceptions of the instructional materials showed statistical differences between the clusters.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. 46
  • It may state two separate claims as one. 48
  • The quote only partly states this claim. 2
  • Probably not a substantial claim.

    Premisecitation

    ATI effects are to be expected.

    “More recently, scholars have likewise pointed out that ATI effects are to be expected (Grañena, 2013c;Kormos, 2013;Wen et al., 2017).”
    Quote in the paperSubstantial claim1 of 3 sources checked
    • cites Grañena, 2013c

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites Kormos, 2013 source
    • cites Wen et al., 2017 source
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Findingown data

    Participants had generally quite positive views of the instruction they experienced, with a mean of 3.6 on a 5-point scale.

    “participants had generally quite positive views of the instruction they experienced, with a mean of 3.6 on a 5-point scale.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Findingown data

    Perceptions of the instructional materials explained a small amount of variance on Posttest 1, but this variable lost its significance for Posttest 2.

    “Perceptions of the instructional materials explained a small amount of variance on Posttest 1, but this variable lost its significance for Posttest 2.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Findingown data

    Age correlated with level of education, but a partial correlation controlling for education confirmed that the role of age was not an artefact: age was still associated with posttest scores even when level of education was factored out (r_p = 0.338, p < .001).

    “Age correlated with level of education, but a partial correlation controlling for education confirmed that the role of age was not an artefact: Age was still associated with posttest scores even when level of education was factored out (r p = 0.338, p < .001).”
    Quote in the paperSubstantial claim
  • It may state two separate claims as one.

    Findingown data

    The sample as a whole shows various associations between the LLAMA subtests and the O-Span task, though not with the SRT task.

    “the sample as a whole shows various associations between the LLAMA subtests and the O-Span task, though not with the SRT task.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Missing data in the SRT task is missing at random.
  • It may state two separate claims as one.

    Findingown data

    The written inductive group performed best and the mixed deductive group worst, with the exception of the SRT task, where all groups performed very similarly.

    “Scrutiny of the tables suggests that the written inductive group performed best and the mixed deductive group worst-with the exception of the SRT task, where all groups performed very similarly.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Findingown data

    Across the sample as a whole, three consistent statistical predictors of L2 outcome in terms of posttest scores were identified, with the phonetic and language-analytic ability factor emerging as the strongest predictor, followed by level of multilingualism and chronological age.

    “Across the sample as a whole, we identified three consistent statistical predictors of L2 outcome in terms of posttest scores, with the phonetic and language-analytic ability factor emerging as the strongest predictor, followed by level of multilingualism and chronological age.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Participants' self-reported multilingualism scores accurately reflect their language proficiency.
  • It may state two separate claims as one.

    Findingown data

    Posttests 1 and 2 correlate, indicating consistent performance across the outcome measures for the two targeted features.

    “Posttests 1 and 2 correlate, indicating consistent performance across the outcome measures for the two targeted features.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Findingown data

    The descriptive statistics show a spread of scores on all variables, indicating individual learner differences across the board.

    “The descriptive statistics show a spread of scores on all variables, indicating individual learner differences across the board.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Findingown data

    LLAMA D was the most challenging subtest with a mean facility value of just 25%.

    “LLAMA D was the most challenging subtest with a mean facility value of just 25%.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Findingown data

    Correlations with posttest scores of some or all the LLAMA subtests D, E, and F are in evidence in the inductive groups (written, auditory, and mixed), but not in the mixed deductive group, where none of the cognitive ability measures are significantly associated with posttest performance.

    “Correlations with posttest scores of some or all the LLAMA subtests D, E, and F are in evidence in the inductive groups (written, auditory, and mixed), but not in the mixed deductive group, where none of the cognitive ability measures are significantly associated with posttest performance”
    Quote in the paperSubstantial claim
    • Rests on an assumption: The reliability of LLAMA D (alpha = 0.63) is sufficient for the analyses in which it is used.
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Findingown data

    The final sample was distributed somewhat unevenly across the experimental conditions: auditory inductive, n = 33; written inductive, n = 45; mixed inductive, n = 31; mixed deductive, n = 27.

    “The final sample was distributed somewhat unevenly across the experimental conditions: auditory inductive, n = 33; written inductive, n = 45; mixed inductive, n = 31; mixed deductive, n = 27.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Findingown data

    The final sample comprised 136 participants who completed the exit questionnaire and thereby indicated their intention to finish the study.

    “The final sample comprised 136 participants who completed the exit questionnaire and thereby indicated their intention to finish the study.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: The vocabulary test is a valid measure of readiness for the language lessons.
  • Probably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.

    Findingown data

    Mean performance on the O-Span task is strong, whereas the mean LLAMA scores are all below 50%.

    “It is worth noting that mean performance on the O-Span task is strong, whereas the mean LLAMA scores are all below 50%.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Findingown data

    LLAMA D, LLAMA E, and LLAMA F consistently correlate with posttest performance.

    “LLAMA D, LLAMA E, and LLAMA F consistently correlate with posttest performance.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: The reliability of LLAMA D (alpha = 0.63) is sufficient for the analyses in which it is used.
  • Probably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.

    Findingnone given

    In the pilot study, the technical side of the study worked as intended, and the various tests exhibited good or very good reliability.

    “The technical side of the study worked as intended, and the various tests exhibited good or very good reliability.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Findingown data

    Perceptions of the instructional materials and level of education correlate weakly with Posttest 1, though the relationships lose their significance for Posttest 2.

    “Perceptions of the instructional materials and level of education likewise correlate weakly with Posttest 1, though the relationships lose their significance for Posttest 2.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Findingreasoning

    The memory factor and implicit sequence learning ability did not predict learners' posttest performance.

    “The memory factor and implicit sequence learning ability did not predict learners' posttest performance.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.

    Findingnone given

    Our learner profiles included an attitudinal component and an experiential component.

    “our learner profiles included an attitudinal component (perceptions of the instructional materials) and an experiential component (level of multilingualism).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Study design and conductown data

    Two outliers who scored 50% accuracy or below were removed from analyses involving the O-Span task.

    “Two outliers who scored 50% accuracy or below were removed from analyses involving the O-Span task.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: The two outliers removed from the O-Span analyses are not representative of the population.
  • It may state two separate claims as one.

    Premisecitation

    Explicit abilities facilitate learning under explicit conditions, but implicit abilities do not.

    “In other words, explicit abilities facilitate learning under explicit conditions, but implicit abilities do not.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Grañena & Yilmaz, 2018

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • It may state two separate claims as one.

    Premisenone given

    ATI studies that aim for ecological validity with their instructional treatments and also measure a full range of aptitude components are rare, and none of them are recent.

    “To conclude, ATI studies that aim for ecological validity with their instructional treatments and also measure a full range of aptitude components are rare, and, importantly, none of them are recent.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Premisecitation

    Explicit aptitude may be relevant in both explicit and implicit learning conditions, and may be more important in naturalistic learning conditions where no scaffolding is available.

    “While surprising at first glance, this finding chimes with earlier theoretical arguments that (explicit) aptitude may be relevant in both explicit and implicit learning conditions (Robinson, 2005;Skehan, 2002), and that (explicit) aptitude may in fact be more important in naturalistic (i.e., implicit, or at least incidental) learning conditions where no scaffolding is available (Abrahamsson & Hylt”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites Robinson, 2005 source
    • cites Skehan, 2002 source
    • cites Abrahamsson & Hyltenstam, 2008 source
  • It may state two separate claims as one.

    Premisecitation

    An instructional approach that capitalises on learners' strengths leads to more successful outcomes in terms of both learner satisfaction and L2 attainment.

    “In summary, the findings from Wesche's (1981) study suggest that an instructional approach that capitalises on learners' strengths leads to more successful outcomes in terms of both learner satisfaction and L2 attainment.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Wesche, 1981

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Premisecitation

    The relationship between WM and proficiency becomes stronger as L2 proficiency increases.

    “On the one hand, the relationship between WM and proficiency was found to become stronger as L2 proficiency increased (Linck & Weiss, 2011), while on the other hand, the explanatory power of WM decreased as L2 proficiency increased (Serafini & Sanz, 2016).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Linck & Weiss, 2011

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • It may state two separate claims as one. The quote only partly states this claim.

    Premisecitation

    Ranta (2002) identified four learner types: strong across all measures, weak across all measures, analytically oriented, and memory oriented.

    “A subsequent cluster analysis led to the identification of four learner types: Learners in Cluster 1 exhibited strong performance on all L2 measures as well as the metalinguistic task, while learners in Cluster 4 exhibited weak performance across all these measures.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Ranta, 2002 source
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Premisecitation

    Two main learner profiles identified by MLAT research are analytically oriented and memory-oriented learners.

    “Research in the 1980s that made use of the Modern Language Aptitude Test (MLAT; Carroll & Sapon, 1959) identified two main profiles: analytically oriented and memory-oriented learners (Skehan, 1986;Wesche, 1981).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Skehan, 1986

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites Wesche, 1981

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • It may state two separate claims as one.

    Premisecitation

    Explicit and implicit aptitudes are distinct from each other and from WM.

    “While both explicit and implicit aptitudes are componential constructs, they are distinct not only from each other (see Li, 2022, for an up-to-date overview) but also from WM.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Li, 2022

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • It may state two separate claims as one.

    Premisecitation

    It is possible to compensate for learners' weaknesses, as suggested by the finding that deductive instruction can minimise the impact of differences in cognitive abilities.

    “At the same time, and just as importantly, it also seems to be possible to compensate for learners' weaknesses, as suggested by the finding that deductive instruction can minimise the impact of differences in cognitive abilities.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.

    Study design and conductown data

    Significant divergence from a normal distribution was observed in a number of instances, and analyses involving these variables employed nonparametric statistical tests.

    “Significant divergence from a normal distribution was observed in a number of instances, and analyses involving these variables employed nonparametric statistical tests”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. It may state two separate claims as one.

    Premisecitation

    High-aptitude participants may have been able to bring to bear their superior language-analytic abilities in the untimed written test format, but could not draw on their explicit knowledge and engage in monitoring to the same extent in the paced auditory test format.

    “By way of explanation, she argued that high-aptitude participants may have been able to bring to bear their superior language-analytic abilities in the untimed written test format, but could not draw on their explicit knowledge and engage in monitoring to the same extent in the paced auditory test format (Grañena, 2013c).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Grañena, 2013c

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • It may state two separate claims as one.

    Premisenone given

    Instructional approaches that play to learners' strengths can lead to greater learner satisfaction and better learning outcomes.

    “Existing research has further shown that instructional approaches that play to learners' strengths can lead to greater learner satisfaction and better learning outcomes.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Study design and conductnone given

    Data analysis for the O-Span task is based on a partial-credit scoring system that resulted in higher reliability than dichotomous scoring.

    “Data analysis is based on a partial-credit scoring system that resulted in higher reliability than dichotomous scoring.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Premisecitation

    Unsuccessful learners are above all constrained by weaknesses in phonetic coding ability.

    “He further proposed that unsuccessful learners were above all constrained by weaknesses in phonetic coding ability.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Skehan, 1998

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Premisecitation

    The explanatory power of WM decreases as L2 proficiency increases.

    “On the one hand, the relationship between WM and proficiency was found to become stronger as L2 proficiency increased (Linck & Weiss, 2011), while on the other hand, the explanatory power of WM decreased as L2 proficiency increased (Serafini & Sanz, 2016).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Serafini & Sanz, 2016

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.

    Premisecitation

    Strong language-analytic ability may play a role up to a certain level of L2 proficiency, but ultimately excellent memory ability is the most crucial aptitude component.

    “Several years later, Skehan (1998) conjectured that strong language-analytic ability may play a role up to a certain level of L2 proficiency, but that, ultimately, excellent memory ability allowing for the retention of large quantities of linguistic material was the most crucial aptitude component.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Skehan, 1998

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim. The paper may give no reason why it holds.

    Premisereasoning

    There have been no attempts yet to investigate the interaction of different treatment conditions with the full range of aptitude components as conceptualised in current theorising: explicit aptitude, implicit aptitude, and WM.

    “In other words, there have been no attempts yet to investigate the interaction of different treatment conditions with the full range of aptitude components as conceptualised in current theorising: explicit aptitude, implicit aptitude, and WM-a gap our study set out to fill.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.

    Interpretationreasoning

    Another potentially complementary reason is that the two features differed in quantitative terms (three vs. six inflections), whereas a qualitative difference in complexity may be required for learning difficulty to increase measurably.

    “Another, potentially complementary reason is the fact that the two features differed in quantitative terms (three vs. six inflections), whereas a qualitative difference in complexity may be required for learning difficulty to increase measurably.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.

    Study design and conductown data

    Out of the 176 participants who began the study, 7 had to be excluded because they failed a vocabulary test three times; the other 33 decided not to continue to the exit questionnaire.

    “Out of the 176 participants who began the study, 7 had to be excluded because they failed a vocabulary test three times; the other 33 decided not to continue to the exit questionnaire.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: The vocabulary test is a valid measure of readiness for the language lessons.
  • Probably not a substantial claim. It may be too vague to check against evidence.

    Interpretationown data

    A larger study with sufficient statistical power to conduct inferential analyses may yield an ATI effect.

    “suggesting that a larger study with sufficient statistical power to conduct inferential analyses may yield an ATI effect.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim.

    Premisecitation

    Specific cognitive capacities map onto information-processing stages in L2 learning.

    “Second, attempts have been made to map aptitude components onto information-processing stages that characterise the L2 learning process (Skehan, 2002”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Skehan, 2002 source
    • cites Skehan, 2016 source
  • Probably not a substantial claim.

    Premisecitation

    Patterns of abilities need to be matched to learning tasks.

    “First, the proposal of a small number of aptitude complexes that differentially relate to learning outcomes under different processing conditions suggests that patterns of abilities need to be matched to learning tasks (Robinson, 2001”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Robinson, 2001 source
    • cites Robinson, 2007 source
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Premisecitation

    In general, reliability of above 0.4 is deemed acceptable for measures of implicit processes.

    “In general, reliability of above 0.4 is deemed acceptable for measures of implicit processes (Grañena, 2020).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Grañena, 2020 source
  • It may state two separate claims as one.

    Premisecitation

    ATIs are of theoretical import because they can give insight into the processes that link learner-internal and learner-external variables and contribute to understanding how language learning operates.

    “ATIs are of theoretical import, since they can give insight into the processes that link learner-internal and learner-external variables and can thus contribute to our understanding of how language learning operates (DeKeyser, 2012).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites DeKeyser, 2012 source
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Interpretationreasoning

    One possible reason for the similar posttest performance is that the ordering of features scaffolded learners successfully from the less complex to the more complex paradigm, enabling them to handle the increasing challenge.

    “One possible reason for this is that the ordering of features was such that learners were scaffolded successfully from the less complex to the more complex paradigm and were therefore able to handle the increasing challenge.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Premisecitation

    The tasks used to measure implicit aptitude in L2 research to date are not necessarily highly reliable, often do not correlate with each other, and vary in their predictive power.

    “At the same time, the tasks that have been used to measure implicit aptitude in L2 research to date are not necessarily highly reliable, often do not correlate with each other, and vary in their predictive power (Perruchet, 2021), so in this sense, caution is in order.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Perruchet, 2021 source
  • It may state two separate claims as one.

    Study design and conductown data

    Mean accuracy on the mathematical problems preceding letter recall in the O-Span task was high at 93%, indicating that participants engaged with the task as intended.

    “Mean accuracy was high at 93%, indicating that participants engaged with the task as intended.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Premisecitation

    Specific instructional approaches cannot only play to learners' strengths, but can also be used to compensate for weaknesses.

    “In sum, Erlam's (2005) results suggest that specific instructional approaches cannot only play to learners' strengths, but can also be used to compensate for weaknesses.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Erlam, 2005 source
  • It may state two separate claims as one.

    Premisereasoning

    Understanding ATIs can help optimise L2 instruction because ATI research can show whether and why a particular teaching approach works better with some learners than others.

    “Theoretical considerations are complemented by practical relevance: Understanding ATIs can help optimise L2 instruction because ATI research can show whether and why a particular teaching approach works better with some learners than others.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim.

    Premisecitation

    Over and above cognitive abilities, attitudes can play a role in determining L2 success.

    “over and above cognitive abilities, attitudes can play a role in determining L2 success (Carroll, 1981)”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Carroll, 1981

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.

    Study design and conductown data

    The data set is not complete, so participant numbers vary between treatment groups and between individual analyses.

    “This data set is not complete, however, so participant numbers vary between treatment groups and between individual analyses, as reported below.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Premisereasoning

    Some of the morphemes in the genitive of negation are identical with the three morphemes featuring in nominative adjective-noun gender agreement, while others are different.

    “Moreover, some of these morphemes are identical with the three morphemes featuring in nominative adjective-noun gender agreement, while others are different (see Table 1).”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim.

    Premisecitation

    High-aptitude participants showed improved performance in the written test modality.

    “Using auditory and written grammaticality judgment tasks, Grañena (2013c) reported that high-aptitude participants showed improved performance in the written test modality.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Grañena, 2013c

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Premisecitation

    WM should be considered a component of aptitude because it is predictive of L2 attainment.

    “The argument that WM should be considered a component of aptitude because it is predictive of L2 attainment goes back to the 1990s (McLaughlin, 1995;Miyake & Friedman, 1998) and has since gained considerable support (Juffs & Harrington, 2011;Linck et al., 2014;Wen et al., 2017).”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites McLaughlin, 1995 source
    • cites Miyake & Friedman, 1998

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites Juffs & Harrington, 2011 source
  • It may state two separate claims as one.

    Premisereasoning

    Implicit aptitude does not appear to facilitate learning under implicit conditions, but this result cannot be regarded as conclusive.

    “Implicit aptitude does not appear to facilitate learning under implicit conditions, but given the limited evidence available to date, this result cannot be regarded as conclusive, so the role of implicit aptitude in different instructional contexts requires further scrutiny.”
    Quote in the paperSubstantial claim
  • It may state two separate claims as one.

    Premisenone given

    Adjective-noun gender agreement requires the distinction of three morphemes in the nominative case, whereas the genitive of negation requires the distinction of six morphemes, three in the accusative case in positive sentences and three in the genitive case in negative sentences.

    “Adjective-noun gender agreement requires the distinction of three morphemes in the nominative case, whereas the genitive of negation requires the distinction of six morphemes, three in the accusative case in positive sentences and three in the genitive case in negative sentences.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim.

    Premisecitation

    Learning difficulty of a linguistic feature depends on a number of variables, including frequency in the input, perceptual salience, communicative redundancy, the relative transparency of a form-meaning mapping, and formal complexity.

    “Learning difficulty of a linguistic feature depends on a number of variables, including frequency in the input, perceptual salience, communicative redundancy, the relative transparency of a form-meaning mapping, and formal complexity (DeKeyser, 2005).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites DeKeyser, 2005 source
  • Probably not a substantial claim. It may be too vague to check against evidence. The paper’s conclusions may not depend on it.

    Premisecitation

    An ability describes a relation between characteristics of individuals and characteristics of the task they perform with varying degrees of success.

    “Carroll (1990), for instance, argued that an ability describes a relation between characteristics of individuals and characteristics of the task they perform with varying degrees of success, and he encouraged researchers to examine variations in the difficulty of cognitive tasks as a function of their characteristics.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Carroll, 1990

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Premisecitation

    ATI research, with its simultaneous focus on learner-internal individual difference variables, learner-external variables, and L2 outcomes, is widely acknowledged as important.

    “The importance of ATI research with its simultaneous focus on learner-internal individual difference variables, learner-external variables in the sense of learning setting and instructional approach, and L2 outcomes is widely acknowledged (DeKeyser, 2012”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites DeKeyser, 2012 source
    • cites Kempe & Brooks, 2011

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites Kidd et al., 2018

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim. The paper may give no reason why it holds.

    Premisenone given

    Input modality has hitherto been neglected in the field.

    “In addition to the inductive-deductive contrast in explicit instruction, we emphasise the importance of input modality, which has hitherto been neglected in the field.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Premisenone given

    Aptitude is an important predictor of L2 outcomes, but its precise role depends on learners' level of L2 proficiency, with greater effects expected at lower or beginner levels.

    “Research to date has shown that while aptitude is an important predictor of L2 outcomes, its precise role depends on learners' level of L2 proficiency, with greater effects expected at lower or beginner levels.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.

    Interpretationnone given

    A possible explanation for the role of age is that older participants put in more effort and engaged with the instructional materials with greater seriousness than younger participants.

    “A possible explanation for the role of age is that older participants put in more effort and engaged with the instructional materials with greater seriousness than younger participants.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Premisecitation

    Inductive instruction benefited learners with strong language-analytic ability, structured input-based instruction benefited learners with strong language-analytic ability and WM, and deductive instruction was of equal benefit to all learners.

    “Results show that inductive instruction benefited learners with strong language-analytic ability, structured input-based instruction benefited learners with strong language-analytic ability and WM, and deductive instruction was of equal benefit to all learners.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Erlam, 2005 source
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Premisereasoning

    The reported pattern of results on implicit aptitude is based on just two studies, so caution is in order.

    “Having said this, the reported pattern of results is based on just two studies, so caution is in order.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Study design and conductown data

    Partial-credit scoring of LLAMA E and LLAMA F resulted in higher reliability than dichotomous scoring, so the analyses reported below are based on partial-credit scores.

    “As this resulted in higher reliability than dichotomous scoring, the analyses reported below are based on partial-credit scores.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.

    Study design and conductown data

    LLAMA D was based on version 2 and resulted in alpha = 0.63.

    “LLAMA D was based on version 2 and resulted in alpha = 0.63.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: The reliability of LLAMA D (alpha = 0.63) is sufficient for the analyses in which it is used.
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Study design and conductnone given

    Participants who had 50% or more missing data were excluded from analyses involving the SRT task.

    “Participants who had 50% or more missing data were excluded from analyses involving the SRT task.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Missing data in the SRT task is missing at random.
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Interpretationreasoning

    Another possible reason for the absence of predictive power of the SRT task is the difference in stimulus domain between the SRT task and the language learning task.

    “Another possible reason may be found in the difference in stimulus domain between the SRT task, which relies on nonverbal visual stimuli that are devoid of meaning, and the language learning task participants engaged in during the lessons.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Study design and conductcitation

    The new version 3 of LLAMA is much improved in terms of performance, reliability, and validity.

    “the new version 3 (https://llamatests.org) is much improved in terms of performance, reliability, and validity (see Rogers et al., 2023)”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Rogers et al., 2023 source
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Study design and conductcitation

    Test-retest reliability has been assessed on the basis of a subsample of 94 participants who were tested and then retested after a 4-week interval.

    “Test-retest reliability has been assessed on the basis of a subsample of 94 participants who were tested and then retested after a 4-week interval.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Interpretationreasoning

    As a single input modality, the written condition brought individual differences to the fore, but it was more forgiving than the auditory condition because it allowed several learner types to succeed.

    “as a single input modality, the written condition brought individual differences to the fore, but it was more forgiving than the auditory condition because it allowed several learner types to succeed, since strengths in both language-analytic and memory ability could be exploited (see also Grañena, 2013c).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Grañena, 2013c

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Study design and conductreasoning

    We did not include any delayed posttests.

    “we did not include any delayed posttests due to the practical challenge of having to persuade participants to return yet again after completing lengthy sessions spread over several days.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one. The quote only partly states this claim.

    Interpretationown data

    The present results bear out the expectations that language-analytic ability is important for grammar learning and phonetic coding ability plays a role at the earliest stages.

    “Our results bear out these expectations: The participants were complete beginners, and the learning targets were two regular morphological features.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim. It may be too vague to check against evidence.

    Interpretationreasoning

    We are a step closer to potentially providing instructional conditions that can maximise L2 learning success.

    “we are a step closer to potentially providing instructional conditions that can maximise L2 learning success.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Study design and conductcitation

    The LLAMA suite as a whole yielded intraclass correlations of 0.64 (agreement) and 0.76 (consistency), which is deemed fair to good.

    “The LLAMA suite as a whole yielded intraclass correlations of 0.64 (agreement) and 0.76 (consistency), which is deemed fair to good (Rogers et al., 2024).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Rogers et al., 2024

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • It may state two separate claims as one.

    Interpretationown data

    The advantage only takes effect if learners are strong in terms of language analysis and/or memory.

    “the advantage only takes effect if learners are strong in terms of language analysis and/or memory.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim.

    Premisecitation

    Memory is considered most important at more advanced stages when knowledge is proceduralised and automaticity of retrieval that manifests itself in fluent performance is achieved.

    “memory is considered most important at more advanced stages when knowledge is proceduralised and automaticity of retrieval that manifests itself in fluent performance is achieved (Skehan, 2016)”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Skehan, 2016 source
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Premisecitation

    The LLAMA suite is the only viable aptitude measure that is available to L2 researchers working with international multilingual samples.

    “the LLAMA suite is the only viable aptitude measure that is available to L2 researchers working with international multilingual samples (Roehr-Brackin, 2021)”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Roehr-Brackin, 2021

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • It may state two separate claims as one.

    Interpretationreasoning

    In the written condition, higher levels of cognitive ability were needed as well, but these abilities were not (or were less) dependent on phonetic coding ability.

    “in the written condition, higher levels of cognitive ability were needed as well, but these abilities were not (or were less) dependent on phonetic coding ability.”
    Quote in the paperSubstantial claim
  • It may state two separate claims as one.

    Premisecitation

    The predictive power of aptitude is well evidenced and has been observed above all in explicit instructional conditions.

    “The predictive power of aptitude is well evidenced (Li, 2016) and has been observed above all in explicit instructional conditions (Grañena & Yilmaz, 2018;Skehan, 2015)”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites Li, 2016

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites Grañena & Yilmaz, 2018

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites Skehan, 2015

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Premisecitation

    Implicit aptitude may not come into play until learners reach more advanced stages.

    “implicit aptitude may not come into play until learners reach more advanced stages (Li, 2022)”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Li, 2022

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim. It may state two separate claims as one.

    Study design and conductnone given

    Our participant sample was not as large as we would have wished, resulting in uneven numbers across experimental conditions and too few cases in some cells.

    “our participant sample was not as large as we would have wished, resulting in uneven numbers across experimental conditions and too few cases in some of the cells in the analysis of ATI effects.”
    Quote in the paperSubstantial claim
  • It may state two separate claims as one.

    Interpretationown data

    The ATI effects uncovered point to the importance of input modality and potentially learners' perceptual abilities/preferences.

    “the ATI effects we uncovered based on post hoc pairwise comparisons between clusters in the different experimental groups point to the importance of input modality and thus, potentially, also towards learners' perceptual abilities and/or preferences.”
    Quote in the paperSubstantial claim
83 of 83
  • The paper relies on this without support.

    The two target features (adjective-noun gender agreement and genitive of negation) are frequent in Polish.

    “These features were chosen because they are frequent in the language and could therefore be embedded in ecologically valid learning materials that required minimal knowledge of vocabulary”
  • The paper relies on this without support.

    The four instructional conditions and materials are ecologically valid, mirroring real-world language courses.

    “The present study examined ATIs in four instructional conditions with online learning materials mirroring activities used in real-world language courses.”
    “thus reflecting the nature of language learning materials used in the real world, whether in a classroom or online.”
  • The paper relies on this without support.

    The reliability of LLAMA D (alpha = 0.63) is sufficient for the analyses in which it is used.

    “LLAMA D was based on version 2 and resulted in alpha = 0.63.”
  • The paper relies on this without support.

    The vocabulary test is a valid measure of readiness for the language lessons.

    “7 had to be excluded because they failed a vocabulary test three times”
  • The paper relies on this without support.

    Participants' self-reported multilingualism scores accurately reflect their language proficiency.

    “participants were asked to report previously learned languages and to indicate their level of proficiency in each of these languages on a simple 4-point scale”
  • The paper relies on this without support.

    Missing data in the SRT task is missing at random.

    “Participants who had 50% or more missing data were excluded from analyses involving the SRT task.”
  • The paper relies on this without support.

    The two outliers removed from the O-Span analyses are not representative of the population.

    “Two outliers who scored 50% accuracy or below were removed from analyses involving the O-Span task.”
  • The paper relies on this without support.

    The two posttest scores can be validly combined into a mean posttest score as the outcome measure.

    “we combined the mean scores from Posttest 1 and Posttest 2 into a mean posttest score as the outcome measure.”
  • The paper relies on this without support.

    (Working and associative) memory is important for vocabulary acquisition.

    “At the same time, (working and associative) memory is also important for vocabulary acquisition.”
  • The paper relies on this without support.

    Empirical findings on learner profiles are rare and typically at least two decades old.

    “empirical findings on learner profiles are not only rare, but also typically at least two decades old.”
  • The paper relies on this without support.

    The cluster analysis is the first in the ATI research field for more than two decades.

    “the cluster analysis on which this finding is based has been, to the best of our knowledge, the first in the ATI research field for more than two decades”
11 of 11

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

Each contradiction between two passages listed here was confirmed by an independent check.

  • Written group was not best on all cognitive measures

    Minor

    The summary says the written inductive group performed best apart from the SRT task. For example, the auditory group's raw LLAMA D mean was 13.29, compared with 11.96 for the written group; the mixed inductive group also had the highest LLAMA B mean.

  • Regression significance marks overstate the evidence

    Minor

    Table 12 marks ΔF values of 7.890 and 9.820 with **, defined as p < .001. For the one-predictor additions shown, those F values give p-values of approximately .006 and .002, respectively-not below .001.

2 of 2

Citations

Cites

Flagged first, then by citations

Research works printed but not linked: 5

  1. Carroll J. B., 1981, Individual differences and universals in language learning aptitude, 83
  2. Meara P., 2019, The LLAMA tests v.3
  3. Miyake A., 1998, Foreign language learning: Psycholinguistic studies on training and retention, 339
  4. Rogers V. Bokander L. Galvin T. Ray R. Rogers B. &Meara P.(2024).Developments in LLAMA test validation.Paper presented at the 33rd Conference of the European Second Language Association.Montpellier France.
  5. Wesche M. B., 1981, Individual differences and universals in language learning aptitude, 119

Cited by

Sorted by citations

Metadata

Authors
Roehr‐Brackin, K., Baranowska, K., Pavlekovic, R., & Scheffler, P.
Affiliations
  • University of Essex (GB)
  • Adam Mickiewicz University in Poznań (PL)
Corresponding author
Roehr‐Brackin, Karen
Venue
The Modern Language Journal
Publisher
Wiley
Published
2024-11-17
Volume
108
Issue
4
Pages
815-845
ISSN
  • 0026-7902 (ISSN-L)
  • 1540-4781
OpenAlex
W4404494396
Cited by
9
References
69
Citations by year
2026: 5 · 2025: 4
FWCI
7.38
Type
journal article
Language
en
Open access
Locations
  • Modern Language Journal (publishedVersion, cc-by)
  • Open Access at Essex (University of Essex) (submittedVersion)
Topics
  • Social Sciences › Arts and Humanities › Language and Linguistics › EFL/ESL Teaching and Learning
  • Social Sciences › Psychology › Developmental and Educational Psychology › Second Language Acquisition and Learning
  • Social Sciences › Psychology › Developmental and Educational Psychology › Learning Styles and Cognitive Differences
Keywords
aptitude-treatment interaction, individual differences in learning, inductive instruction, deductive instruction, input modality, auditory input, second language acquisition, Polish as a second language, morphological features, multilingualism, age effects, learner profiles

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