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Academic resilience captures academic success despite adversity and thus is an important concept for promoting equity within education. However, our understanding of how and why rates of academic resilience differ between contexts is currently limited by variation in the ways that the construct has been operationalised in quantitative research. Similarly, comparing the strength of protective factors that promote academic resilience is hindered by differing approaches to the measurement of academic resilience. This methodological variation has complicated attempts to reconcile disparate findings about academic resilience. The current study applied six commonly used operationalisations of academic resilience that combined different thresholds of high risk and high achievement, to three international large-scale assessments, to explore how these different operationalisations impacted the findings produced. The context of Aotearoa New Zealand was chosen as a case study to further academic resilience research within this context and investigate how academic resilience manifests in an education system with relatively high levels of average achievement alongside low levels of educational equity. Within international large-scale assessment datasets, prevalence rates differed markedly across subject areas, grade levels, and collection cycles, as a function of the measure of academic resilience employed, while the strength of protective factors was more consistent. Thresholds that were norm-referenced produced more consistent findings across the different datasets compared to thresholds that were criterion-referenced. High levels of missing data prevented the analysis of some datasets, and differences in the way that key constructs were measured undermined the comparability of findings across international large-scale assessments. The findings emphasise the strengths and limitations of utilising international large-scale assessment data for the study of academic resilience, particularly within the Aotearoa New Zealand context. Furthermore, the study highlights that researchers' methodological decisions have important impacts on the conclusions drawn about academic resilience.

Students' test-taking motivation confounds test performance. This study examines students' conceptions of tests and test-taking motivation when different test consequences are at play. In a between-subjects experimental design, a sample of 479 New Zealand senior secondary school students were randomly assigned to one of the three vignette consequence conditions (i.e. none, country or self). Students self-reported conceptions of tests and test-taking motivation which were analysed with confirmatory factor analysis, structural equation modelling and latent mean analyses across test-consequence conditions. Students' general belief about tests was a positive indicator of their perceived effort expenditure ([beta] = 0.25). Both effort and anxiety increased significantly as consequence increased by medium-to-large effect size (ranges between 0.42 and 1.30). Effort and motivation were notably lower when the country was at stake versus the self at stake condition, raising doubts about the validity of New Zealand rankings in international large-scale assessments.

The summer learning effect has been identified as a major barrier in creating equitable outcomes in the United States, especially in reading and mathematics. Less is known about the effect in other education systems and subject domains. This research draws on a large sample (N = 4390) to examine the summer learning effect in the comparatively under-researched domain of writing in New Zealand. Results indicate a considerable loss among students despite the relatively short summer break. The drop is substantially larger than the overall summer drop found previously across subjects, and for reading and mathematics specifically. Students from minority ethnic groups showed the greatest drops. Although indigenous students progressed at an equivalent rate than their European peers, the summer drop meant that the gap evident at the beginning of the academic year had widened by the beginning of the next year. At the school level, lower-income schools, which were over-represented by ethnic minority students, were also associated with a greater summer drop even after accounting for ethnicity. The growing inequities created by the effect underscore the importance of addressing this issue. Our findings point to the significance of supporting students' literacy developments in and outside of school. They call for greater policy attention that would see an examination of the financial and educational resourcing to support schools and families, but also of the access and resourcing of communities in regard to education, libraries and community services.

Boys continue to demonstrate lower average achievement in reading than girls. The influence of teacher gender has been explored among the factors explaining this scenario but with mixed results. Further, although teacher expectations have affected student academic outcomes, and student gender-related stereotypical notions have shaped such expectations, the role of teacher gender within this scenario has been neglected. The current study was conducted with a sample of elementary schools, in New Zealand (a national setting where essentialist gender attitudes have existed and where policies to implement scholastic gender equity have been critiqued as unsuccessful). The influence of teacher gender and of a teacher-student gender match and mismatch on teacher's expectations of their elementary student reading achievement, was tested via hierarchical linear modeling. Male teachers' expectations were found to be lower for students of both genders in reading and negative implications for male teachers and their students' reading achievement were revealed.

This article describes the results of a study that investigated the effect of features of talk that appear to foster higher levels of interaction, within the scope of a larger study (Davies and Meissel in Br Educ Res J 42:342-365, 2016). Students were recruited from seven classrooms across three secondary schools of varying socioeconomic levels within the Auckland region in New Zealand, with four of the classrooms engaging in face-to-face and online discussion in small groups and the other three participating as whole classes. Results indicated a significant increase in the proportion of uptake questions used by students working in small groups for face-to-face group discussions. When placed in online groups (the same groups as the face-to-face groups), uptake questions increased. Classes who worked as a whole class online used significantly more elaborated explanations but, consequently, fewer interactions--less than half as many as the small groups. The results suggest that students using uptake questions fostered higher levels of interactions in both conditions.

To engage more youth in service, we require further research on the characteristics of youth who serve, particularly disadvantaged youth with limited access to formal service opportunities. This study investigated the positive youth development characteristics of New Zealand youth who decided to mentor younger peers in the Stars program for the first time (n = 109), those who returned to mentor for a subsequent year (n = 48), and similar youth not involved in Stars (n = 51) to determine what characteristics differentiate these groups. Returning mentors had the highest levels of social competency and involvement and a strong leadership orientation. New mentors had the second highest levels of leadership orientation but the lowest levels of social competency and involvement. The propensity for leadership in mentors was associated with having many positive adult role models. Strategies to engage more young people in service as cross-age peer mentors are discussed.

Background: There is substantial evidence indicating that various psychological processes are affected by cultural context, but such research is comparatively nascent within New Zealand. As there are four large cultural groups in New Zealand, representing an intersection of individualist, collectivist, indigenous, colonial, and immigrant cultures, New Zealand is an important context in which to investigate the role of culture in such processes. Aims: This study investigated goal orientation and self-efficacy beliefs among students of different cultural backgrounds in New Zealand, associations between motivational beliefs and achievement, and whether any relations differed by cultural background. Sample: Participants were 2,210 students attending three intermediate schools. Methods: Participants responded to a questionnaire at the beginning of the school year to evaluate self-efficacy for mathematics and mastery and performance goal orientation. Participants also completed a standardized mathematics achievement test at the beginning and end of the year. Results: The factor structure was sufficiently invariant by cultural group, but with statistically significant differences in average level of endorsement. Self-efficacy for mathematics predicted marginally higher end-of-year achievement after controlling for beginning-of-year achievement, with a stronger relationship for Maori and Pasifika, but no statistically significant relationship with achievement among Asian students. Conclusions: The questionnaire used was a valid instrument for the four main cultural groups in New Zealand. Differences were found in motivation levels, and Maori and Pasifika were more affected by their self-reported self-efficacy. Teachers may be able to raise students' self-beliefs by conveying high expectations for these students, potentially supporting higher academic outcomes.

This paper examines how a teacher-led cluster of rural schools used evidence of student achievement to improve the quality of learning opportunities for students in mathematics. The teachers began to collect evidence in order to promote constructive dialogue and stimulate action. An inquiry cycle provided feedback to schools through the cluster members. The students' results show that in two terms most of the five schools were able to accelerate progress in basic facts and place value. When the teachers' written intentions are considered alongside these results it appears that emphasising the broader mathematical context of these basics may have been more effective than practising them in isolation.

Growing Up in New Zealand is this country's largest contemporary longitudinal study of child development. The study has been designed to provide insight into the lives of children and young people growing up in the context of twenty-first century New Zealand. The Growing Up in New Zealand cohort recruited 6853 children representative of the current ethnic and socioeconomic diversity of births in Aotearoa, New Zealand in 2009 and 2010. The developmental wellbeing of the children has been tracked in detail over their first thousand days of life and every two to three years since. While the majority of the cohort are growing up healthy and happy, a significant proportion of children are growing up in families who have been persistently burdened with multiple stressors associated with economic, material and social hardship. This has created a disproportionate burden of poorer overall wellbeing outcomes and limited life course opportunities for these children from an early age. This paper will explore some of the evidence collected from the diverse cohort of New Zealand children and their families and whānau from before birth to middle childhood, highlighting the key findings and the utility of the evidence to improve wellbeing. [ABSTRACT FROM AUTHOR]

BACKGROUND The burgeoning global multi-ethnic population, in conjunction with the importance of accurate ethnic group counts for research and policy purposes, make classification of multiple ethnic responses a complex but important issue. There are numerous possible classification approaches, differing in ethical implications and ease of statistical application. OBJECTIVE This study empirically examines the validity and consistency of three comparatively accessible ethnic classification methods (total response, administrative-prioritisation, and self-prioritisation) in increasingly ethnically diverse age cohorts (adults, adolescents, and children). METHOD We utilised secondary data from two large-scale studies in Aotearoa/New Zealand which asked children (N = 6,149; responded via mother proxy), adolescents (N = 8,464), and adults (N = 11,210) to select (1) all the ethnicities they identified with, and (2) their main ethnicity. The data were coded, then analysed using descriptive statistics and z-tests for proportional differences. RESULTS The majority of multi-ethnic participants were able to select a main ethnic group when required, but around 20% could not or refused to do so, and there was over 60% discrepancy between self-prioritised ethnicity and administrative-prioritised ethnicity. Differences by age group and ethnic combination were apparent. Comparison of overall ethnic group proportions outputted by the three classification methods revealed withingroup variation, particularly where there were higher rates of multi-ethnic identification. [ABSTRACT FROM AUTHOR]

The evidence‐based movement (EBM) is grounded in a well‐intentioned desire to ensure resources are invested in high quality initiatives that generate the intended impact. Nevertheless, recent critiques contest the appropriateness of translating an approach rooted in a medical model to socially complex initiatives. Globalised notions of evidence can also be damaging for programs operating in small, culturally diverse countries with limited resources. Given these polemic views, our aim was to examine local perceptions of the EBM in New Zealand, a small, vibrant, bicultural society with a mix of homegrown and imported programs. Using a snowball sampling approach, 79 professionals working in the education and social sectors completed an anonymous online survey that contained a series of closed and open‐ended questions. The results show that although participants positively endorsed a variety of quality evidence markers, traditionally positivist methodological leanings received lower and more varied endorsements compared to more inclusive and pluralistic approaches. Many also expressed concern that the EBM emphasises a narrow and colonised view of evidence that does not align with Māori and Pacific worldviews, and undermines innovation. We discuss the implications as an avenue for advancing intervention and social programming research in an increasingly multicultural and globalised world. [ABSTRACT FROM AUTHOR]

The underrepresentation of females in mathematics-related fields may be explained by gender differences in mathematics self-concept (rather than ability) favoring males. Mathematics self-concept typically declines with student age, differs with student ethnicity, and is sensitive to teacher influence in early schooling. We investigated whether change in mathematics self-concept occurred within the context of a longitudinal intervention to raise and sustain teacher expectations of student achievement. This experimental study was conducted with a large sample of New Zealand primary school students and their teachers. Data were analyzed using longitudinal multilevel modeling with mathematics self-concept as the dependent variable and time (which represents students' increasing age each year), gender, and ethnicity entered as predictors and achievement in mathematics included as a control variable. Interaction terms were also explored to investigate changes over time for different groups. All students demonstrated a small increase in mathematics self-concept over the 3-year period of the current study but mathematics self-concept was consistently greater for boys than girls. Māori, Asian, and Other students' initial mathematics self-concept was higher than that of New Zealand European and Pacific Islanders' (after controlling for achievement differences). However, a statistically significant decline in mathematics self-concept occurred for Māori students alone by the end of the study. The expected age-related reduction over time in student mathematics self-concept appeared to be mitigated in association with the longitudinal study. Nevertheless, the demonstration of a comparatively lower mathematics self-concept remained for girls overall and declined for Māori. Our results reinforce implications for future research into mathematics self-concept as a possible determinant of female student career choices. [ABSTRACT FROM AUTHOR]

This paper describes a national, school-based professional development intervention in which large student achievement gains were previously signaled using single-level regression analyses and effect sizes. However, such analyses can be misleading since educational data typically do not meet independence assumptions. The current study investigates the effectiveness of the professional development intervention using hierarchical linear modelling, with particular focus on whether disparities were reduced for groups typically under-served by the New Zealand education system. Results indicated that students from all learner groups made large gains, especially in writing, but additional targeting would be required to improve equity across student groupings. [ABSTRACT FROM AUTHOR]

• Students who received underestimated teacher judgments had slower writing progress. • Discrepant judgments related to progress more among majority ethnic students. • Marginalized students may form self-protective, external attributions against bias. • Discrepant judgments favoring majority ethnic groups may exacerbate achievement gap. Previous research demonstrates that teacher judgments tend to be systematically lower for ethnic minority students, even after controlling for standardized achievement results. However, the extent to which such discrepancies differentially relate to students' learning and achievement is less explored. The current study analyzed data from 46 schools, 198 classrooms, and 2935 students in New Zealand to examine the association between teacher judgment inaccuracies and students' subsequent progress in writing, in a context where teacher judgments were used as students' final summative grade in school reports to parents and students. Results from hierarchical linear modelling showed that, overall, students who received teacher judgments that were higher than expected given their standardized achievement results, progressed faster the following year. The extent to which rate of progress was associated with discrepant teacher judgments was more pronounced for European students, than among students who were Indigenous Māori, Pacific, or of other ethnicities. These findings suggest that Indigenous and ethnic minority students may be more likely to form external (rather than internal) attributions in response to received teacher judgments that seem to be influenced by negative bias, potentially serving as a self-protective mechanism. Further, the resultant "boost" for European students may in fact contribute to the persistence of achievement inequities between different ethnic groups, particularly because positively biased teacher judgments are significantly more likely to occur for ethnic majority students. [ABSTRACT FROM AUTHOR]

The original publication of the article contained an error. [ABSTRACT FROM AUTHOR]

Ethnic classification is an inherently subjective process, especially when multiple ethnic identifications are involved. There are two methods commonly used to classify multiple ethnicities into single categories: administrative-prioritisation (assignment via a predetermined hierarchy) and self-prioritisation (where individuals select their "main" ethnicity). Currently, little is known about whether the demographic composition of outputted ethnic groups differs by prioritisation method. This study utilised large-scale data of multi-ethnic children (N = 1,860), adolescents (N = 2,413), and adults (N = 1,056) from Aotearoa New Zealand to examine individual and contextual demographic characteristics associated with discrepancies between administratively-prioritised and self-prioritised ethnicity. Results showed that discrepancy rates, which exceeded 50%, were systematically associated with neighbourhood ethnic composition and socioeconomic deprivation, but largely not associated with gender, age, and birthplace. The contextual nature of self-prioritisation highlights the importance of researchers' choice of ethnic classification method. Implications are discussed in the context of increasing multi-ethnic prevalence., (Copyright © 2021 Elsevier Inc. All rights reserved.)