Copyright by Lisha Zhou 2015 The Report Committee for Lisha Zhou Certifies that this is the approved version of the following report: A Meta-Analysis: The Effects of Parental Involvement on Asian American Children’s Academic Achievement APPROVED BY SUPERVISING COMMITTEE: Supervisor: _________________________________________ Jennifer K. Adair ———————————————————— Christopher P. Brown ! ! ! A Meta-Analysis: The Effects of Parental Involvement on Asian American Children’s Academic Achievement by Lisha Zhou, B.A. Report Presented to the Faculty of the Graduate School of The University of Texas at Austin in Partial Fulfillment of the Requirements for the Degree of Master of Arts The University of Texas at Austin May 2015 ! ! ! Abstract A Meta-Analysis: The Effects of Parental Involvement on Asian American Children’s Academic Achievement by Lisha Zhou, M.A. The University of Texas at Austin, 2015 SUPERVISOR: Jennifer K. Adair A meta-analysis, based on 13 empirical studies, was conducted to investigate the relation between parental involvement and Asian American students’ academic achievement. Parental involvement was divided into three types: school-based involvement, home-based involvement Home-based involvement was divided and into community-based three subtypes: involvement. parent-child communication, educational aspiration, and home supervision. The results showed that parental involvement had only slight positive effects on Asian American students’ academic achievement. For the types or subtypes of parental involvement, only community-based involvement and educational aspiration consistently demonstrated slight positive effects. Home-based involvement and home supervision tended to exert a positive influence, while school-based involvement and parent-child communication ! iv! tended to exert a negative influence. The reasons for the results are discussed, and the limitations for this study are also noted. ! v!! ! TABLE OF CONTENTS I. Introduction.................................................................................................................1 II. Literature Review......................................................................................................3 a. Definitions of Parental Involvement...........................................................3 b. Dimensions of Parental Involvement..........................................................3 c. Parental Involvement and Academic Achievement....................................6 d. The Need to Conduct This Meta-Analysis..................................................7 e. Research Questions.....................................................................................8 III. Method.....................................................................................................................9 a. Literature Search.........................................................................................9 b. Information About Study Features..............................................................9 c. Meta-Analysis Plan....................................................................................10 IV. Results....................................................................................................................13 a. Overall Relation Between Parental Involvement and Asian Americans’ Academic Achievement........................................13 b. Relation Between Three Types of Parental Involvement and Asian Americans’ Academic Achievement...................13 c. Relation Between The Subtypes of Home-Based Involvement and Asian Americans’ Academic Achievement........................................14 d. Summary of Results...................................................................................16 V. Discussion................................................................................................................17 a. ! Prevalent Weak Relation and Inconsistency..............................................17 vi! ! ! b. Higher Educational Aspiration.................................................................17 c. More Out-Of-School Activities................................................................19 d. Limitations................................................................................................20 Tables...........................................................................................................................22 References....................................................................................................................28 ! vii! ! ! LIST OF TABLES Table 1. Studies Including Correlations and Regression Coefficients for the Relationship Between Parental Involvement and Asian Americans’ Academic Achievement (13 studies)..............................................................................................22 Table 2 Meta-Analysis Results: the Relation Between Parental Involvement and Asian Americans' Academic Achievement.............................................................................27 ! ! ! ! viii! ! ! I. Introduction Asian Americans, or Americans of Asian descent, are “the highest-income, best-educated and fastest-growing racial group in the United States” (Paul et al., 2012, p.1), according to a 2012 nationwide survey by the Pew Research Center. Numerous studies have found that, compared to other ethnic groups, Asian American students have higher GPA (grade point average), and higher scores on standardized tests like the SAT (Scholastic Aptitude Test) (e.g.,!Jose & Huntsinger, 2005; Reglin & Adams, 1990; Rojas-LeBouef & Slate, 2011; Sue & Abe, 1995). What led to this academic success? To answer this question, studies (e.g., Chao, 2000; Chen & Stevenson, 1995; Kao, 1995) have been conducted in the field of education, many of which have focused on the role that family plays in Asian Americans’ high academic achievement (e.g., Cooper, 2006; Jeong, 2009; Sibley & Dearing, 2014). In these studies, one aspect that was frequently included was parental involvement. Since Epstein (1987) put forward a theory of parental involvement, the relationship between parental involvement and academic achievement has been a highly visible topic in research. Referring to work in developmental theory, Epstein assumed that parental involvement exerts a positive influence on children’s educational achievement. However, this assumption has been controversial, because later empirical studies have provided both supportive (e.g., Garcia Bacete & Ramirez, 2001; Gutman & Eccles, 1999) and unsupportive findings (e.g., Balli, Wedman & ! 1! Demo, 1997; Xu & Corno, 2003). Does parental involvement contribute to Asian American students’ academic achievement? If so, what strategies of parental involvement promote Asian American students’ academic achievement best? To answer these questions, I conducted a meta-analysis to understand better the relation between parental involvement and Asian Americans’ academic achievement.! Due to the fact that the number of empirical studies included in this meta-analysis is relatively small, I didn’t limit parental involvement to a specific time in children’s schooling. Instead, I included students from preschools, elementary schools, middle schools and high schools. ! 2! ! ! II. Literature Review a. Definitions of Parental Involvement There are many definitions of parental involvement in education. NCLB defined parental involvement as “the participation of parents in regular, two-way, and meaningful communication involving student academic learning and other school activities” (No Child Left Behind Act, 2002, p. 9101). Grolnick and Slowiaczek (1994, p. 238) defined parental involvement as “the dedication of resources by the parent to the child within a given domain.” Jeynes (2003, p.83) defined parental involvement as “ parental participation in the educational process and experiences of their children,” which is broader and encompasses more parenting practices. Based on the definition of Jeynes, I defined parental involvement as parental participation in children’s learning at home, at school and in the community. This definition is as inclusive as Jeynes’. Considering the fact that specific types of parental involvement vary across different families and studies, this more inclusive definition will provide a more comprehensive perspective. Moreover, this definition is unambiguous, based on which I can easily tell if a parenting practice belongs to parental involvement. Last but not least, according to this definition, I can easily categorize parental involvement into three non-overlapping dimensions: parental involvement at home, at school and in the community. b. Dimensions of Parental Involvement ! 3! ! ! Parental involvement is a complex construct encompassing many practices and attitudes (Kohl, Lengua & McMahon, 2000). With regard to specific dimensions of parental involvement, no consensus has been achieved. Categorizations of parental involvement vary from researcher to researcher. For example, Grolnick and Slowiaczek (1994) categorized parental involvement into three types: behavior (e.g. going to school, participating in school activities, helping with homework), personal (e.g., caring about children’s school experience), and cognitive/intellectual (e.g., exposing children to cognitively stimulating activities and materials). Epstein (1995) introduced six types of parental involvement, including parenting, communicating, volunteering, learning at home, decision making, and collaboration with the community. This typology was based on the idea that schools, families and communities should collaborate to facilitate children’s development. Although these dimensions are about school-initiated practices, they offer guidelines for constructing corresponding parent-initiated practices. Among the numerous categories, home-based involvement and school-based involvement are consistently included in research (e.g., Moon & Lee, 2009; Seginer 2006 Sibley & Dearing, 2014; Wang, 2009). According to Hill and Tyson (2009, p. 741), “such distinction is useful as it distinguishes policy-relevant realms-- home and school.” However, specific strategies of home-based involvement and school-based involvement also vary in research. For example, for Sibley and Dearing (2014), home-based involvement meant parent-child ! 4! ! ! activities at home, while for Hill and Tyson (2009), besides parent-child activities, practices like creating learning environment at home were also included in home-based involvement. In this meta-analysis, based on my definition of parental involvement, parental involvement is divided into three dimensions according to the location where parental practices occur: home-based involvement, school-based involvement and community-based involvement. Strategies in home-based involvement and school-based involvement are based on the summarization of commonly used indicator variables of parental involvement from Fan and Chen’s (2001) meta-analysis, and strategies in community-based involvement are based on Sohn’s (2007) study, which defined and investigated community-based involvement as an independent category. To specify, home-based involvement includes educational aspiration (e.g., parental expectations for education, valuing academic achievement), parent-child communication (e.g., help with homework, discuss school progress), and home supervision (e.g., family television rules, home surroundings conducive to studying). School-based involvement includes parent-school communication, participation in school events (e.g., PTA meetings) and volunteering. Community-based involvement is mainly about using community resources to enhance children’s development (e.g. taking children to the library, extracurricular activities, dance lessons). I add community-based involvement as the third dimension, ! 5! ! ! because many researchers (e.g., Sohn, 2007; Weiss, Coffman, Post, Bouffard & Little, 2005) have argued that existing research ignores the important role that the community plays in parental involvement. c. Parental Involvement And Academic Achievement Inconsistent findings. Empirical studies’ findings on the effects of parental involvement on academic achievement are inconsistent. Some studies have shown that parental involvement promotes children’s academic achievement (e.g., Garcia Bacete & Ramirez, 2001; Gutman & Eccles, 1999; Hawes & Plourde, 2005; Reynolds & Grill, 1994). Some studies have not demonstrated measurable effects (e.g., Ford, 1989; Storer, 1995). Others have even found that parental involvement exerts a negative influence on academic achievement (e.g., Balli, Wedman & Demo, 1997; Xu & Corno, 2003). Due to the fact that the empirical findings are inconsistent in this area, many researchers have conducted meta-analyses to synthesize the empirical findings (e.g., Fan & Chen, 2001; Hill & Tyson, 2009; Jeynes, 2003, 2005, 2007, 2012). These meta-analyses offered insights that could not be obtained from individual studies. The effects of ethnicity. Does the relationship between parental involvement and academic achievement vary across different ethnic groups? The answer is still unknown. Fan and Chen’s (2001) meta-analysis showed that ethnicity’s effect on this relationship is negligible. Hill and Tyson’s (2009) meta-analysis demonstrated that ! 6! ! ! the relationship for European Americans is stronger than that for African Americans. To solve this problem, more relative studies focusing on different ethnic groups should be conducted. d. The Need to Conduct This Meta-Analysis When we focus on one specific ethnic group, Asian Americans, the findings are still inconsistent. There are researchers who have found that parental involvement enhances Asian American students’ academic achievement. For example, Crowyn and Bradley (2008) have found that parental aspirations are the strongest predictor of academic performance of Chinese American students in the eighth grade. Eng et al. (2008) have found that parents’ school involvement predicts Chinese American and Filipino American high school students’ academic achievement. However, contradictory findings also exist. For example, Mau (1997) claimed that parental involvement is not predictive of Asian American high school students’ academic achievement. To address this inconsistency, a meta-analysis will be helpful. Meta-analysis is a statistical technique, through which researchers combine data from different studies to gain a quantitative summary of research addressing a common question (Anderman 2009). By using meta-analysis, the precision and accuracy of the relation between parental involvement and Asian American students’ academic achievement will be increased, because firstly meta-analysis will give us quantitative results, which are more accurate compared to non quantitative, narrative studies; and ! 7! ! ! secondly, by combining results from multiple studies, meta-analysis can show us the landscape of a research enterprise and reduce possible bias from a small proportion of studies (Rosenthal & DiMatteo, 2001). Among recent meta-analyses, only one from Jeynes (2003) mentioned Asian Americans. However, she mixed Asian Americans with Latinos, and thus we cannot conclude much about Asian Americans from it. Under such circumstances, conducting a meta-analysis about the relationship between parental involvement and academic achievement for Asian Americans is meaningful. It could address the inconsistency of relative empirical findings. Furthermore, it could offer knowledge about which aspects of parental involvement are most important for Asian Americans. In addition, it could contribute to answering the question that whether ethnicity matters in the relationship between parental involvement and academic achievement. e. Research Questions This meta-analysis aims to answer two questions. First, for Asian Americans, what is the relation between parental involvement and academic achievement? Second, which type of involvement promotes academic achievement best? ! 8! ! ! III. Method a. Literature Search Four major databases were searched: Education Source, Eric, PsycINFO, and PsycArticles. Keywords used for the search were parent* involvement or parent* or family, achievement or performance or outcome, and Asian. To reduce the potential cohort effects, I limited the publication date between 2004 and 2015. Under such circumstances, 1665 possible articles were identified. In order to find articles that might not be included in these databases, the following journals were also searched: American Educational Research Journal, Review of Education Research, Child Development, and Journal of Family Psychology. The former two journals were searched with the same keywords, while the latter two journals were searched issue by issue. To be included in this meta-analysis, articles had to meet the following requirements. First, they had to be empirical studies that measured both parental involvement and academic achievement. Second, Asian Americans had to be included and investigated as an independent group. Third, sufficient information had to be offered to calculate an estimate of the effect size. In total, only 13 studies met all of the requirements. Thus, this meta-analysis was based on these 13 studies (see Table 1). b. Information About Study Features ! 9! ! ! For further analysis, relative information was retrieved from each study. Publication features. Authors’ names and publication dates were recorded. Besides, the type of publication, including journal articles and dissertations, was also included. Sample features. Sample size and the children’s school grade were recorded. Furthermore, specific information about Asian American identity, like generation, was also included. In addition, if nationally representative databases, like NESL (the National Education Longitudinal Study), were used, they were signified. Variables features. Specific strategies of parental involvement in the studies were recorded. Then, they were categorized into three types: home-based involvement, school-based involvement, and community-based involvement. Information about academic achievement, like GPA and test scores, was identified. Effect sizes features. Effect sizes for each relation between a specific strategy of parental involvement and the corresponding achievement, including the correlation and regression coefficients, were identified in each study. The modeling technique was also recorded. c. Meta-Analysis Plan Hill and Tyson (2009) conducted a meta-analysis to investigate how parental involvement affects academic achievement of middle school students. Here, I adopted the same approach used by Hill and Tyson, which is the standard procedure how ! 10! ! ! researchers carry out meta-analysis. To ensure the reliability of this meta-analysis, after summarizing and combining effect sizes from each individual study, I conducted statistical analysis, which gave me both the p-value and the 95% confidence interval of each study. Since I only selected and included studies that satisfy my criteria, the validity was also ensured. Here I used both correlation coefficients and regression coefficients as effect sizes for further analysis. There were two reasons for this. First, for the meta-analysis, the more studies that are included, the more accurate and persuasive the conclusion will be. Second, although the correlation coefficients and regression coefficients were calculated by different approaches, they both represented the relation between parental involvement and academic achievement. It is worth noting that regression coefficients must be standardized so that they can be compatible with correlation coefficients. Considering the fact that there were different types of parental involvement and academic achievement in each study, I combined them and calculated the weighted average effect size per study. Based on the distribution of weighted average effect size across all of the studies, I calculated the effect size of overall parental involvement and academic achievement, as well as its 95% confidence interval (CI). To make sure that the weighted average effect size I got was due to the intrinsic pattern instead of the random pattern, I used the Q statistic to calculate Qw. ! 11! ! ! For the relation between types or subtypes of parental involvement and Asian Americans’ academic achievement, the method was similar. Corresponding effect sizes and the 95% confidence interval (CI) were calculated. By calculating Qb, the heterogeneity of the distribution of effect sizes was measured, which could tell us how significant different types or subtypes of parental involvement were distinguished from each other. ! 12! ! ! IV. Results a. Overall Relation Between Parental Involvement and Asian Americans’ Academic Achievement Overall, this meta-analysis demonstrated a slightly positive relation between parental involvement and Asian Americans’ academic achievement. However, the relation was not strong (see Table 2). The effect sizes across the 13 independent studies ranged from -0.42 to 0.437; the average weighted effect size was 0.016, which was almost zero. 95% confidence interval (CI) =-0.0035, 0.035, Qw(12)=25.53, p<0.025. Considering the fact that zero was included in the 95%CI and the average effect size was positive, I concluded that the relation between parental involvement and Asian Americans’ academic achievement was slightly positive. b. Relation Between Three Types of Parental Involvement and Asian Americans’ Academic Achievement As mentioned before, parental involvement was divided into three dimensions in this study: school-based involvement, home-based involvement and community-based involvement. Do the three types of parental involvement effect Asian American students’ academic achievement equally? To answer this question, for each study, I calculated one effect size per category. In total, I calculated 11 effect sizes for school-based involvement, 12 effect sizes for home-based involvement and 3 effect sizes for community-based involvement. Then I calculated the Q statistics ! 13! ! ! Qb(2)=20.91, p<0.001, which indicated that these three types of parental involvement were significantly different from each other. Following this, I looked at each type individually. The weighted average effect size for school-based involvement was -0.00395, 95% CI= -0.0242, 0.0153. For home-based involvement, the weighted average effect size was 0.0068, 95% CI= -0.01304, 0.0267. For community-based involvement, the weighted average effect size was 0.0322, 95% CI= 0.00288, 0.0615. From the data, I could easily see that community-based involvement had the most positive average effect size; it was also the only type of involvement that did not include zero in the 95% CI, which meant that its positive effects were consistent. Home-based involvement had a slightly positive average effect size, but the 95% CI included zero. School-based involvement had a slightly negative average effect size and the 95% CI also included zero. To sum up, for Asian Americans, community-based involvement promoted academic achievement best. Home-based involvement’s positive effects were much less, while school-based involvement showed a slightly negative influence. c. Relation Between The Subtypes of Home-Based Involvement and Asian Americans’ Academic Achievement Numerous researchers have found that parental expectation strongly promotes academic achievement (e.g. Jeynes 2005, 2007). And thus, I wanted to see if this kind of promotion existed for Asian Americans. Since parental expectation was ! 14! ! ! included in one subtype of home-based involvement in this study, I decided to investigate each subtype of home-based involvement. In this study, home-based involvement was divided into three subtypes: parent-child communication, educational aspiration and home supervision. Using the same approach as mentioned above, I found 9 effect sizes for parent-child communication, 5 effect sizes for educational aspiration and 6 effect sizes for home supervision. When I looked at them overall, I found that Qb(2)=29.9, q<0.001, which indicated that these three subtypes of home-based involvement were significantly different from each other. Then I looked at each subtype individually. Parent-child communication’s weighted average effect size was -0.0105, 95% CI= -0.0308, 0.00979. Educational aspiration’s weighted average effect size was 0.1037, 95% CI= 0.0682, 0.1393. Home supervision’s weighted average effect size was 0.0193, 95% CI= -0.005031, 0.0435. From the data, I found that educational aspiration had the strongest effect size with achievement and zero was not included in the 95% CI. Home supervision came second with the weighted average effect size, but zero was included in the 95% CI. Parent-child communication had a negative weighted average effect size with achievement, and zero was included in the 95% CI. In summary, among the subtypes of home-based involvement, educational aspiration promoted Asian American students’ academic achievement best. The influence of home supervision was much less and tended to be positive. Parent-child ! 15! ! ! communication tended to exert a negative influence. d. Summary of Results From my analysis, the overall relation between parental involvement and Asian American students’ achievement was slightly positive, but not consistent. Only community-based involvement and educational aspiration consistently demonstrated positive relations with Asian American students’ academic achievement, and educational aspiration’s influence was much stronger. Home-based involvement and home supervision tended to exert a positive influence, while school-based involvement and parent-child communication tended to exert a negative influence. ! 16! ! ! V. Discussion a. Prevalent Weak Relation and Inconsistency In this meta-analysis, all but one of average weighted effect sizes’ numerical values were below 0.1. This indicates that relations between general parental involvement, as well as most types or subtypes of parental involvement and Asian American children’s academic achievement are extraordinarily weak. This reminded me of Chao’s (2000) assertion that parents of Asian American students demonstrate the lowest parental involvement level as defined by prevailing theories. This might explain the prevalence of weak relations found in this study. Except for community-based involvement and educational aspiration, other types or subtypes of parental involvement did not show consistent relations with Asian American’s academic achievement. Such kinds of inconsistency might be caused by the heterogeneity in the measurement of variables across different studies. The consistent positive effects of community-based involvement and educational aspiration might be explained by Asian American’s higher educational aspiration and the encouragement of out-of-school activities. b. Higher Educational Aspiration In this study, educational aspiration, referring to parental expectation and parents’ appreciation of academic achievement, was found to have the strongest positive effects on Asian American students’ academic achievement. This result is in ! 17! ! ! accord with findings of numerous studies focusing on the general population. In meta-analyses from Jeynes (2005, 2007), and Hill and Tyson (2009), parents’ expectation for achievement and value for education were found to be strongest predictors. The reason is that educational aspiration motivates parents to structure the home and education environment, and to initiate achievement-related activities (Davis-Kean, 2005). Furthermore, educational aspiration is ubiquitous and consistent, and thus it has a pervasive effect (Kaplan, Liu & Kaplan, 2001). Compared to other ethnic groups, Asian American parents tend to have higher educational expectations for their children. For example, C.Chen and Stevenson (1995) asked both Asian American and Caucasian American students to answer the question, what score will their parents be satisfied with for a math test in which there are 100 points. The average scores for Asian Americans and Caucasian Americans were 90 and 85 respectively; this reflects that Asian American parents have higher standards for school performance. Besides, Asian American parents usually expect children to put forth more of an effort and accept further education (C.Chen & Stevenson, 1995; Kao, 1995). Asian Americans appreciate academic achievement. For example, Chao (1996) interviewed both Chinese immigrant and European American mothers about the role that parenting plays in their children’s school success. From the conversations, Chinese mothers were found to stress the great degree of value they place on education, while European American mothers ! 18! ! ! were found to negate the importance of academic skills. Leong, Chao and Hardlin (1999) argued that for Asian Americans, education is a route to overcome prejudice and gain success. Sue and Okazaki (1999) even claimed that Asian Americans tend to view education as the only reliable way to gain success. Similarly, Steinberg, Dombusch, and Brown (1992) asserted that besides believing in the positive effects of education, Asian Americans also hold the idea that one cannot be successful without education. c. More Out-Of-School Activities Community-based involvement, compared to home-based involvement and school-based involvement, was investigated less in empirical studies about the relation between parental involvement and academic achievement. In this meta-analysis, only three studies mentioned community-based involvement. However, numerous researchers have studied activities included in community-based involvement, like visiting the museum, attending music lessons, and participating in sports-teams. These studies paid attention to the effects of out-of-school activities on children’s development and proved that out-of-school activities are beneficial for the youth. For example, Gambone, Klem and Connell (2002) argued that children’s participation in quality out-of-school activities promotes outcomes, both currently and longitudinally. Weiss et al. (2005) claimed that out-of-school activities could complement school-day learning and bring about much more effective and sustainable ! 19! ! ! educational efforts. Research has shown that Asian American children spend much more time in out-of-school activities, compared to other ethnic groups (Kao, 1995; Peng & Wright, 1994). Besides, parents of Asian Americans tend to encourage children to develop a special talent (Chao, 1996). To gain a special talent, relative lessons would be taken. d. Limitations This meta-analysis has several limitations. First, compared to recent meta-analyses, the number of empirical studies used for analyzing was relatively small. For a more persuasive conclusion, more databases or journals should be searched to get more studies. Second, considering the fact that the number of usable articles was small, I integrated correlation coefficients and regression coefficients. This is different from other meta-analyses, which only included the correlation coefficients. Since these two types of coefficients were based on different mathematical approaches, the results might be influenced by other factors. When calculating the correlation coefficient, researchers only paid attention to two variables: parental involvement and academic achievement; however, when regression coefficients were calculated, due to different regression modeling techniques, factors like SES (social economic status), and parents’ education level might have influenced the target relation I investigated. Third, due to insufficient information provided by the studies, I could not investigate the role SES played here. In the future, when we ! 20! ! ! find more relative empirical studies, we may overcome these shortcomings. ! 21! ! ! Table 1 Studies Including Correlations and Regression Coefficients for the Relationship Between Parental Involvement and Asian Americans’ Academic Achievement (13 studies) Author (year) and publication type Outcome Measure Race Modeling technique Grade Size Strategies of parental involvement Kindergarten 1083 1st Grade 3rd Grade Begun, N. N. (2007) Dissertation ! Asian American from NELS:88 Multiple Regression 5th Grade 1068 951 785 ! 22! Parent Involvement at school Home Resources Home Cognitive Stimulation Use Community Resources Extra Curricular Activities Parent Involvement at school Home Resources Home Cognitive Stimulation Use Community Resources Extra Curricular Activities Parent Involvement at school Home Resources Home Cognitive Stimulation Use Community Resources Extra Curricular Activities Parent Involvement at school Home Resources Home Cognitive Stimulation Use Community Resources Extra Curricular Activities Category for metaanalysis SchoolBased HomeBased HomeBased Community -Based Community -Based SchoolBased HomeBased HomeBased Community -Based Community -Based SchoolBased HomeBased HomeBased Community -Based Community -Based SchoolBased HomeBased HomeBased Community -Based Community -Based Reading Math -.01 -.033 .006 -.032 -.025 -.002 .123 .111 .08 .038 -.038 -.039 -.014 -.013 -.047 .009 -.01 -.047 .084 .053 -.059 -.087 -.026 -.023 -.045 -.154 0 .057 .001 .011 -.056 -.136 .033 .036 -.089 -.142 .03 .069 .029 .031 GPA ! Table 1 (Continued) Author (year) and publication type Cooper, C. E. (2006) Dissertation Outcome Measure Race Asian American from ECLS-K Modeling technique Multiple Regression Grade 3rd Grade Size 744 Strategies of parental involvement Category for metaanalysis Parental involvement at school SchoolBased Parental aspirations Parental rules Chinese 238 Filipino Southeast Aisan Eng et al (2008) Journal article Asian American From Add Health Jiang et al (2011) Journal article ! Asian American Parental discussions Parental aspirations Parental rules 211 Korean Corwyn and Bradley (2008) Journal article Parental discussions Parental aspirations Parental rules Parental discussions Parental aspirations Parental rules 156 Ordinary Least Squares Correlation Correlation 8th Grade 16.5 Years Old High School Parental discussions 174 Parent-adolescent attachment Parents' school involvement Perceived parental academic autonomy support (the amount of freedom granted for children to make a decision) Perceived parental academic planning control (children need to abide with parents' wishes) 973 271 ! 23! HomeBased HomeBased HomeBased HomeBased HomeBased HomeBased HomeBased HomeBased HomeBased HomeBased HomeBased HomeBased HomeBased SchoolBased Reading .076 Math GPA -.059 .335 .131 .078 .059 .101 .021 .175 .065 .074 .147 .124 .076 .03 .16 HomeBased .22 HomeBased -.06 ! Table 1 (Continued) Author (year) and publication type Liew et al (2014) Journal Article Moon, S. S. (2009) Journal article Pearce, R. R. (2005) Journal article Sibley and Dearing (2014) Journal article ! Outcome Measure Race Chinese American Adolescents Asian American from ECLSK Chinese American from NELS:2000 Children of US-Born Asians from ECLS-K Children of Asian Immigrants from ECLSK Children of US-Born Asians from ECLS-K Children of Asian Immigrants from ECLS-K Modeling technique Correlation Correlation Multiple Regression Grade 16 Years Old Elementary 8th and 12th Grades 1st Grade Size 92 1100 202 78 493 78 3rd Grade Correlation 493 ! 24! Strategies of parental involvement Parental autonomy support Parent school involvement Parent-child home activities Educational Expectations Discuss school Activities Parents attend school meetings Parents speak with teacher Parent visit classroom Parents attend school events Parents check homework Parents counted on to solve problems School-Based Home-Based Educational Expectations School-Based Category for meta-analysis Reading Math GPA Home-Based .07 School-Based .02 .01 Home-Based -.02 -.08 Home-Based .149 Home-Based -.038 School-Based -.046 School-Based -.076 School-Based .235 School-Based -.116 Home-Based .098 Home-Based School-Based Home-Based .09 .05 .05 -.04 .054 Home-Based School-Based .03 -.02 -.05 -.09 Home-Based Educational Expectations Home-Based -.01 .01 Home-Based .02 .02 School-Based Home-Based Educational Expectations School-Based Home-Based Educational Expectations School-Based Home-Based .09 .04 -.05 .13 Home-Based School-Based Home-Based .04 .08 .08 .14 -.03 -.10 Home-Based .08 .07 ! Table 1 (Continued) Author (year) and publication type Outcome Measure Race Modeling technique Grade Size Strategies of parental involvement Category for meta-analysis Parent expectations Home-Based .02 -.03 Home-Based -.11 -.13 Home-Based Home-Based .08 .06 .01 -.06 CommunityBased School-Based .04 .03 .01 -.06 Parent belief (about the importance of early academic skills) Home literacy involvement (e.g., reading or telling stories to children) Family television rules Sy and Schulenberg (2005) Journal article Tan, E. T. (2010) Dissertation ! Asian American from ECLSK Asian American children whose fathers have Asian heritage Correlation Correlation Elementa ry Elementa ry 514 Educational activities (non-school and nonhome activities, e.g., visiting museums, libraries and the zoo) School participation 64 Direct School (Behaviors that involved parents on the school site) Extracurricular (Engage with children in activities outside of the home and the school) Homework (active participation at home with children and homework) Interpersonal (spending time with children in activities like playing games, talking about problems, sharing stories and jokes) ! 25! Reading Math GPA School-Based -.18 CommunityBased -.42 Home-Based .01 Home-Based .14 ! Table 1 (Continued) Author (year) and publication type Wang, X. (2009) Dissertation Yan and Lin (2005) Journal article Outcome Measure Race Asian American from ECLSK Asian American from NELS:88 Modeling technique Correlation Ordinary Least Squares Grade Elementary 12th grade Size 311 969 Strategies of parental involvement Maternal involvement in home activities Maternal involvement in school activities Participation in parent-teacher organization activities Attendance at school programs Discussions about school topics Contact with school about teenager's performance Knowledge of teenager's schoolwork Knowledge of parents of teenager's friend Family rules Educational expectations Parent teenager relationship Category for metaanalysis Reading Math HomeBased .01 0 SchoolBased .21 .18 SchoolBased SchoolBased SchoolBased -.07 .04 -.03 SchoolBased -.12 HomeBased -.01 HomeBased HomeBased HomeBased HomeBased GPA -.01 0 .15 .10 Note. NELS= National Education Longitudinal Study; ECLS-K= Early Childhood Longitudinal Study-Kindergarten Class; Add Health= Longitudinal Study of Adolescent Health. ! ! 26! ! Table!2! Meta-Analysis Results: the Relation Between Parental Involvement and Asian Americans' Academic Achievement ! Analysis! Size! Effect!Size! 95%!CI! Qw! p!value! Low! High! ! ! Overall! 13! .016! I.0035! .035! 25.53! <.025! ! ! Type!of!parental! involvement! !!!!!!!!!!!SchoolIBased! !!!!!!!!!!!!HomeIBased! !CommunityIBased! ! ! ! ! ! ! ! ! ! ! ! ! Qb! 20.91! ! p!value! <.0001! ! 11! 12! 3! I.00395! .0068! .0322! I.0242! I.0130! .00288! .0163! .0267! .0615! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! Qb ! 29.90! ! p!value! <.0001! ! ! 9! ! 5! 6! ! I.0105! ! .1037! .0193! ! I.0308! ! .0682! I.00503! ! .00979! ! .1393! .0435! ! ! ! ! ! ! ! ! Type!of!homeI based!involvement! !!!!!!!!!!!!ParentIchild! Communication! Educational! Aspiration! Home!Supervision! ! ! ! 27! ! ! References Anderman, E. M. (2009). 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