PREDICTING SCORES OF BEGINNING AGRICULTURAL EDUCATION TEACHERS ON THE PRAXIS II EXAMINATION Moreetsi Thobega, Lecturer Botswana College of Agriculture Greg Miller, Professor Iowa State University Abstract This descriptive-correlational study predicted performance of beginning agricultural education teachers on principles of learning and teaching (PLT) and Agriculture content (AgC) tests of the PRAXIS II examination using demographic and academic variables. Performance on the PRAXIS II was used for issuing initial teaching licenses to the agricultural education teachers. The study used existing records from the Department Agricultural Education at Iowa State University. Professional education GPA explained significant variability in PLT scores. Males scored higher than females on the AgC test. Agriculture GPA did not explain significant variability in AgC scores. Additional research should be conducted to determine whether similar results would be obtained with other licensure areas. Further research should explore the relationship between gender and performance on the AgC test of the PRAXIS II examination. Introduction/Theoretical Framework 2003; Rotherham & Mead, 2003). Teacher credentials refer to the teachers’ subject Improving public education has gained matter knowledge, pedagogical skills, and much political attention since publication of understanding of cultural and psychological the 1983 educational reform report, “A factors that affect student learning Nation at Risk.” One of the (Halloway, 2002). Educational credentials recommendations of the report was that depend on the type of professional teacher education programs should prepare preparation that teachers undergo. Teacher prospective teachers who demonstrated an preparation however, is an elusive aptitude for teaching and competence in an phenomenon (Wilson, Floden & Ferrini- academic discipline (National Commission Mundy, 2001). Modes and models of teacher on Excellence in Education, 1983; Nyirenda, preparation vary from institution to 1994). Recently, the No Child Left Behind institution, and it means “many different (NCLB) legislation has re-emphasized the things across the United States” (Wilson et importance of a quality teaching force (U.S. al., p. 5). Department of Education, 2002). NCLB Teacher preparation models are borne requires that students achieve high standards out of somewhat different philosophic and that schools be accountable (Brownell, viewpoints in regards to the kind and depth Sindelar, Bishop, Langley & Seo, 2002; of subject matter knowledge that teachers Halloway, 2002). It also requires that should have; the kind and extent of teachers be highly qualified by 2005-2006 pedagogical training that teachers should (Brownell et al.; Haycock, 2003; U.S. undergo; the kind, timing, and length of Department of Education, 2002). Teacher prospective teachers’ field experiences; the quality is thus regarded as an important states’, universities’ and districts’ factor in enhancing public education (Arhar, educational policies and strategies that pre- 2003). service teacher education programs should There are several professional attributes conform to; and modes of prevailing that define teacher quality. One is teachers’ teacher certification programs (Wilson et al. educational credentials (Kaplan & Owings, 2001). Grossman (1992) found that while Journal of Agricultural Education 99 Volume 49, Number 1, 2008 Thobega & Miller Predicting Scores of Beginning… researchers of teacher education “see the actual classroom competence. A few process of learning to teach through the lens examples of such states are Georgia, of subject matter” (p. 171), others view it Arizona, Indiana, and Hawaii (U.S. from an explicitly moral and ethical stance. Department of Education, 2000). Most of Grossman’s assertion underscores Wilson et the states use ETS’s PRAXIS test series as al.’s findings that all teacher preparation the licensing examinations (Flippo, 2002). models are centered on subject matter and The PRAXIS series includes three tests. pedagogical knowledge. PRAXIS I (Academic Skill Assessments) is Subject matter and pedagogical a qualifying test for individuals entering knowledge are thus important factors in teacher education programs. PRAXIS II determining teacher quality (Halloway, (Subject Assessments) is a test offered prior 2002; Kaplan & Owings, 2003; Rotherham to issuance of initial teaching license. The & Mead, 2003); however, questions that examinations assess subject matter and address the minimum level of subject matter pedagogical knowledge of pre-service knowledge and pedagogical knowledge have teachers. PRAXIS III (Classroom to be answered. For example, how much and Performance Assessments) is an what types of pedagogical training, observation-based evaluation of beginning knowledge, and skills must teachers attain in teachers’ classroom performance (ETS, order to teach students effectively 2005b). (Rotherman & Mead)? Does obtaining a Even though NCLB legislation Master’s or Ph.D. degree translate into one encourages teacher licensing, it does not being an effective teacher (Lakdawalla, regulate the teacher licensing examinations. 2002)? Does studying a subject as a major as What to test, when to test, and which opposed to a minor help teachers to be examination agency to contract are left to effective (Rotherman & Mead)? the discretion of individual states, so In the backdrop of the questions about consistency for teacher licensing might be teacher quality, the NCLB legislation set the somewhat questionable (Kaplan & Owings, minimum attributes of a highly qualified 2003; U.S. Department of Education, 2005). teacher at having a bachelor’s degree, Also, researchers continue to have doubts having full state certification or a teaching about reliability and validity of teacher license, and demonstrating competence in licensure tests. Berk (1999) asserted that each subject they teach (U.S. Department of among other concerns, teacher licensure Education, 2002). A survey by the National tests need special attention in regards to Center for Education Statistics (NCES, their reliability and validity evidence related 2001) revealed that virtually all public to construction of response items and in school teachers in the nation had a their reliability and validity evidence related bachelor’s degree, and 45% held a Master’s to cut-score decisions. Wise and Leibbrand degree. Literature did not reveal whether (2001) argued that teacher licensing is one satisfying the minimum attributes can of the facets of teacher preparation which practically translate to high performance in does not have set standards. Different teaching. From the NCLB perspective, teacher quality assurance systems work possession of a teaching license is the most independently (Wise & Leibbrand), which reliable measure of high quality teaching leads to licensure examination not being (U.S. Department of Education, 2002). reliable across different licensure systems Nationally, 44 states use pre-service and states. teachers’ performance on external The decision by some states to contract examinations to offer teaching licenses. The ETS might have been in response to the states rely on assessments by two testing NCLB’s recommendation that on top of companies, namely, National Evaluation holding a bachelor’s degree, highly qualified Systems (NES) and The Educational Testing teachers should have a state license and Services (ETS) (U.S. Department of should have demonstrated strong subject Education, 2005). In 39 of the states, the area competency (Arhar, 2003). However, it licensing examinations assess subject matter is not yet established whether high knowledge, pedagogical knowledge, and performance on the state licensing Journal of Agricultural Education 100 Volume 49, Number 1, 2008 Thobega & Miller Predicting Scores of Beginning… examination translates to high performance The Board decided not to use the in the teaching job. PRAXIS II test for initial teacher licensing. Iowa does not use Praxis II for initial It argued that there were multiple teacher licensing. To get such a license, the benchmarks against which institutions state requires that individuals must have prepared teachers in Iowa thus rendering the graduated from PRAXIS II tests unnecessary (Hawkins, 2006). Also, the Board did not report approved teacher preparation programs whether PRAXIS II tests were found to be with a baccalaureate degree and have valid and reliable for use as determinants for completed coursework equivalent to a initial teacher licensing. Iowa’s educators major for the endorsements needed for regard the state’s program for prospective specific teaching assignments. Each teachers as more comprehensive and teacher candidate must be recommended balanced than the PRAXIS II by the college and complete a examination (Rossi, 2006). However, the background check in order to obtain U. S. Department of Education continues to initial teacher license (Iowa Department demand that beginning teachers need to of Education, 2005, p. 1). pass a standardized content area test before being issued teaching licenses (Hawkins). While in college, candidates must have As a result, beginning 2007 new demonstrated proficiency on rigorous elementary school teachers in Iowa will standards and competencies through have to take PRAXIS II content area performance on multiple assessments of examination before being issued initial content knowledge, professional knowledge, teaching license (Rossi). Use of college and pedagogy (Iowa Department of academic measures shall be continued for Education). Iowa’s licensing requirements secondary school teachers (Hawkins). It is conform to the subject matter knowledge, plausible, though, to expect the Iowa Board pedagogical knowledge, and teaching of Educational Examiners to consider competence model common nationally, but extending the PRAXIS II examination in the case of Iowa, the model standards are requirement to secondary school teachers in based on the internal college assessments. the future. If the Board makes the The Iowa Board of Educational consideration, knowledge of the association Examiners administered the PRAXIS II between the college academic measures and examination as a pilot study in 2002 and the PRAXIS II pilot-test scores may inform 2003 (Iowa Board of Educational the decision. Therefore, a need exists to Examiners, 2003). According to the Board, examine the correlation between the two-year pilot program would determine performance on the PRAXIS II pilot validity, reliability, cut scores, and the need examination and existing college academic for the PRAXIS II examination. The pilot- measures. If academic measures like study included tests for pedagogy and one number of credits earned and grade point content area for each individual who was average (GPA) in specific college courses applying for an initial teaching license; it could predict beginning teachers’ content was administered to individuals graduating and pedagogical knowledge, then the during the 2001/02 and 2002/03 academic PRAXIS II examination would be a years. Fifty graduating seniors majoring in redundant measure of currently available agricultural education at Iowa State information. University (ISU) who were seeking initial teaching license between September 2001 Purpose and Objectives and March 2003 participated in the pilot- study. For the agricultural education majors, The purpose of this study was to predict the examination included an agriculture the performance of pre-service agriculture content (AgC) test and the principles of teachers on PRAXIS II tests using selected learning and teaching (PLT) test for grades 7 demographic and academic variables. through 12. Specific objectives were: Journal of Agricultural Education 101 Volume 49, Number 1, 2008 Thobega & Miller Predicting Scores of Beginning… 1. To describe the 2001/02 and 2002/03 ETS did not specifically report validity pre-service agriculture teachers in and reliability for AgC and PLT tests in terms of age, gender, ACT score, question. However, in their report, titled type of matriculation (transfer “Validity for Licensing Tests: A Brief status), transfer credits, college Orientation,” ETS (2004) asserted that major, college minor, professional validity for the PRAXIS series was education GPA, agriculture content accomplished through “a systematic analysis GPA, teaching status, and PRAXIS of job requirements (knowledge and/or skill II examination scores. level)” (p. 3). According to ETS, the 2. To predict performance on the analysis involves gaining input of principles of learning and teaching representative samples of educators and (PLT) (PRAXIS II) test using reviewing national disciplinary standards. professional education GPA, age, Test development committees then worked gender, ACT score, type of with ETS’s subject experts to conduct matriculation (transfer status), reviews for test content appropriateness and transfer credits, college major, fairness. Each state or licensing agency then college minor, and agriculture GPA. sets standards or passing scores by 3. To predict performance on the evaluating job-relatedness of the test for the Agriculture content (AgC) (PRAXIS state’s entry-level teachers (ETS, 2004). II) test using agriculture GPA, age, Regarding reliability, ETS (2006) gender, ACT score, type of reported that their assessments are matriculation (transfer status), rigorously tested to check whether they are transfer credits, college major, reliable and as free as possible of errors college minor, and professional caused by random variation and external education GPA. factors. The demographic and college academic Methods data were obtained from existing departmental records. The data included: The population for this descriptive- number of credit hours for animal science, correlational study consisted of 50 seniors agronomy; agribusiness, horticulture, majoring in agricultural education at Iowa agricultural mechanics, and professional State University. The 50 subjects graduated education courses. Agriculture content and during the 2001/02 and 2002/03 academic professional education GPAs were years and were required by Iowa Board of calculated using the course grades and total Educational Examiners to take the PRAXIS number of credit hours for each course. II tests to qualify for initial teacher Descriptive statistics were used to licensing. summarize the data. Step-wise regression The PRAXIS II test scores for each analyses were conducted to identify factors candidate were obtained from ETS. For each that could predict PLT and AgC scores of candidate, there was a single overall the pre-service teachers. score for AgC and PLT. Scores for Before step-wise regression was individual test categories were not available. conducted, intercorrelations were computed The AgC test categories included social and among all dependent and independent historical perspectives of agriculture; variables. Independent variables that were plant and soil science; animal science; significantly correlated with PLT scores and agricultural mechanization and AgC scores were included in the step-wise technology; agricultural business and analyses. The decision to include only economics; natural resources and variables with significant correlations was environment; and program planning and based on the theory by Ferguson (1971), management (ETS, 2005a). The PLT test which states that having a significant categories included students as learners, correlation between two variables implies instruction and assessment, teacher that predicting one from the other is professionalism, and communication possible, and it is better than a random techniques (ETS, 2002). guess. Journal of Agricultural Education 102 Volume 49, Number 1, 2008 Thobega & Miller Predicting Scores of Beginning… Leaving out variables with non- pre-service teachers were male. Thirty-six significant correlations also helped reduce percent (n = 18) of the pre-service teachers the risk of collinearity in the regression entered the university straight from high model. Cohen, Cohen, West, and Aiken school. Only 12% (n = 6) of the pre-service (2003) warned that in situations of small teachers had a second major. Three of them sample size, the risk of collinearity could be double majored in animal science, one in reduced by minimizing the number of agronomy, and two in other majors. Twenty- independent variables. Berry and Feldman two percent (n = 11) of pre-service teachers (1985) stated that “one must avoid had a minor. Five of them had a minor in regression analysis when the number of agronomy, one had a minor in animal independent variables is greater or equal to science, one minored in agricultural the number of cases in the sample; as such business, two students minored in situations necessarily lead to perfect horticulture, and the other two took subjects collinearity” (p. 38). In the present study, in other colleges. Table 2 shows that the there were 50 cases. By leaving out mean age for the pre-service teachers independent variables with non-significant involved in the study was 23.1 years (SD = correlations, it was ensured that the case to 3.96). The mean ACT score for the pre- independent variable ratio remained high, service teachers was 22.9 (SD = 2.88). The thus reducing the risk of collinearity. To highest ACT score was 30, and the lowest further ensure that the regression analysis was 19. The mean number of transfer credits was at no risk of collinearity, the was 23.0 (SD = 29.18). The number of intercorrelation coefficients were examined transfer credits ranged from 0 to 118. The to find out whether there were any perfect or mean GPA for agriculture coursework was near perfect correlations between any pair of 3.00 (SD = .50), and the mean GPA for independent variables. Any such correlation professional education coursework was 3.63 would pose a problem of collinearity in the (SD = .22). The average AgC score for the regression model (Berry & Feldman). Praxis II examination was 578.8 (SD = 64.70). Scores ranged from 450 to 720. The Results PLT scores ranged from 134 to 183 with a mean of 168.4 (SD = 9.42). Table 1 shows that 46% (n = 23) of the Table 1 Frequencies for Selected Demographic and Academic Variables Variable f % Gender Male 23 46.0 Female 27 54.0 Type of matriculation Straight from high school 18 36.0 Transfer student 32 64.0 Double major Yes 6 12.0 No 44 88.0 Minor Yes 11 22.0 No 39 78.0 Journal of Agricultural Education 103 Volume 49, Number 1, 2008 Thobega & Miller Predicting Scores of Beginning… Table 2 Means and Standard Deviations for Selected Demographic and Academic Variables Variables n M SD Min Max Age at graduation 50 23.10 3.96 21.00 49.00 ACT score 47 22.90 2.88 19.00 30.00 Transfer credits 50 23.00 29.18 0.00 118.00 Agriculture GPA 50 3.00 0.50 2.17 4.00 Professional ed. GPA 50 3.63 0.22 3.23 4.00 Ag. content score 50 578.80 64.70 450.00 720.00 PLT score 50 168.40 9.42 134.00 183.00 The intercorrelations (Table 3) show that analysis. Agriculture content score was collinearity was not a problem. None of the significantly correlated with Agriculture correlation coefficients were very high or GPA, r = .30; gender, r = -.45; ACT score, pb perfect (Davis, 1971). Correlations between r = .46; and transfer credits (TCr), r = -.31 PLT scores and the independent variables (Table 3). Agriculture GPA, gender, ACT revealed that PLT scores were significantly score, and transfer credits were therefore correlated with professional education GPA included in the step-wise regression (EGPA), r = .56; Agriculture GPA (AGPA), analysis. The correlation between PLT and r = .51; and ACT score, r = .29 (Table 3). AgC, though significant (r = .40), was Professional education GPA, Agriculture ignored because the two variables involved GPA, and ACT score were therefore are the main dependent variables of the included in the step-wise regression study. Journal of Agricultural Education 104 Volume 49, Number 1, 2008 Thobega & Miller Predicting Scores of Beginning… Table 3 Intercorrelations Among Dependent and Independent Variables AGPA EGPA Age Gen ACT TSt TCr Maj Min AgC PLT AGPA 1.00 EGPA .69* 1.00 Age -.01 -.22 1.00 Gen -.05 .16 -.16 1.00 ACT .16 .18 .23 -.02 1.00 TSt. -.07 -.23 -.16 -.02 -.43* 1.00 TCr .02 -.12 -.04 .01 -.40* .59* 1.00 Maj -.16 -.18 .48* .09 .19 -.24 -.26 1.00 Min .14 -.04 -.05 -.09 -.13 00 -.09 -.05 1.00 AgC .30* .18 .10 -.45* .46* -.27 -.31* .03 -.17 1.00 PLT .51* .56* -.17 .20 .29* -.27 -.24 .08 .05 .40 1.00 Note. AGPA = Agriculture GPA, EGPA = professional education GPA, Age = age at graduation, Gen = gender, ACT = ACT score, TSt = transfer status, TCr = transfer credits Maj = double major, Min = college minor, AgC = Agriculture content score, PLT = principles of learning and teaching score. Gender, 0 = male, 1 = female; Double major, 0 = no, 1 = yes; Minor, 0 = no, 1 = yes; Transfer status, 0 = freshman, 1 = transfer student. * p < .05 A step-wise regression analysis was variability in PLT scores. EGPA accounted conducted to identify a subset of for 28.7% (p = < .001) of the variability in independent variables that could be used to PLT scores. ACT scores and gender made predict PLT and AgC scores of the pre- significant, unique contributions to the service teachers. The step-wise procedure variability in AgC scores. ACT scores automatically selects independent variables uniquely accounted for 21.4% ( p = .001) to include in the regression model based on and gender uniquely accounted for the variable’s individual contribution to the 18.9% ( p = .001) of the variability. variability in the dependent variable (Cohen The two variables collectively accounted et al., 2003). for a significant proportion (R2 = .403, Table 4 shows that EGPA made a p = .001) of the variability in AgC significant, unique contribution to the scores. Journal of Agricultural Education 105 Volume 49, Number 1, 2008 Thobega & Miller Predicting Scores of Beginning… Table 4 Step-wise Regression of PLT and AgC Scores on Selected Independent Variables Variables R2 R2 Change Significance PLT Scores EGPA .287 .287 <.001 AgC scores ACT score .214 .214 .001 Gender .403 .189 .001 Conclusions/Implications encouraged to pursue different occupational opportunities. Additionally, EGPA explained a significant proportion parents may view agriculture and science (28.7%) of variability in PLT scores. It is careers as not suited for females (George, plausible to conclude that EGPA could 2000). substitute for the PLT requirement when Agriculture coursework requirements at considering pre-service teachers for initial ISU and the agriculture content tests of the teaching license. However, caution should PRAXIS II examination did not provide be exercised because still 71.3% of the equal emphasis on the academic domains of variability in PLT scores was not explained, Agricultural Science (ISU, 2005; ETS, an outcome that raises questions about PLT 2005a). The agriculture coursework content test. Does the test cover appropriate required at least six credits of agronomy, professional education content? Is the test an seven credits of animal science, and 12 accurate reflection of what teachers should credits farm business and accounting, while know in professional education? If so, do the agricultural mechanics and horticulture secondary education core requirements at requirements could be satisfied with three ISU cover appropriate professional credits each (ISU). The PRAXIS II education content? Is the content effectively examination gave each of the agriculture delivered? content domains relatively equal emphasis. ACT scores and gender collectively and The test had 15 – 17% from each of the individually explained significant following areas; plant and soil science, proportions of the variability in AgC scores. animal science, agricultural mechanization Gender explained 18.9% of the variability in and technology, agricultural business and AgC. The correlation between gender and economics, and program planning and AgC scores indicated that males scored management. Also, 9-11% of the higher than females on the AgC test. This examination focused on social and historical result was surprising and needs to be studied perspectives of agriculture and natural further. Perhaps it was due to the different resources and environment. ways males and females were socialized. The disparity between Agriculture The differential socialization of males and content in the course work and the PRAXIS females perpetuates the stereotype that II Agriculture content test might imply that agriculture and science are male agricultural education pre-service teachers at domains (Sutphin & Newson-Stewart, the ISU were likely to have learned less 1995). Males might enroll in horticulture and agricultural mechanization agricultural science and work hard at it due content through their college courses (ISU), to social pressure, while females are yet the PRAXIS II examination gave Journal of Agricultural Education 106 Volume 49, Number 1, 2008 Thobega & Miller Predicting Scores of Beginning… horticulture and agricultural mechanization teaching. Thus, future research the same weight in the AgC test. Therefore, should establish the relationship the discrepancy between males’ and between teachers’ performance on females’ performance on the AgC test might PRAXIS II tests and PRAXIS III be related to the fact that the pre-service assessments. agriculture coursework curriculum was not well aligned with the PRAXIS II agriculture References content test. Males might have acquired knowledge, particularly related to Arhar, J. M. (2003). No child left behind agricultural mechanics and horticulture, and middle level education: A look at outside their college curriculum, a research, policy, and practice. Middle School phenomenon that might also be attributed to Journal, 34(5), 46-51. differences in socialization and prior life experiences of males and females. Berk, R. A. (1999). Impact of college AGPA did not explain a significant admissions and teacher licensure and proportion of the variability in AgC scores. certification tests on teacher quality. This result was not surprising given the Retrieved May 12, 2006, from disparities in coverage of the PRAXIS II http://www.nesinc.com/PDFs/1999_20Berk. AgC test and the agriculture coursework pdf. content. It is likely that the disparity caused the low association between AgC and Berry, W. D., & Feldman, S. (1985). AGPA. The agriculture content area Multiple regression in practice. Newbury licensure test must match the agriculture Park, CA: Sage. coursework content of the teacher certification curriculum. Otherwise, the Brownell, M. T., Sindelar, P. T., Bishop, licensure test may lead to inappropriate A. G., Langley, L. K., & Seo, S. (2002). discrimination between males and S p ecial education supply and teacher females. In the future, if PRAXIS II tests are quality: The problems, the solutions. Focus required of pre-service teachers, teacher on Exceptional Children, 35(2), 1-16. educators in agriculture must provide leadership in selecting or developing an Cohen, J., Cohen, P., West, S. G., & appropriate content area licensure Aiken, L. S. (2003). Applied multiple examination. regression/correlation analysis for the behavioral sciences (3rd ed). Recommendations Hillsdale, NJ: Lawrence Erlbaum Associates. 1. Further research should explore the relationship between gender and Davis, J. A. (1971). Elementary survey performance on the AgC test of the analysis. 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