Computationally intensive methods warrant reconsideration of pedagogy in statistics

Computationally intensive methods of statistical inference do not fit the current canon of pedagogy in statistics. To accommodate these methods and the logic underlying them, I propose seven pedagogical principles: (1) Define inferential statistics as techniques for reckoning with chance. (2) Distinguish three types of research: sample surveys, in which statistics affords generalization from the cases studied; experiments, in which statistics detects systematic differences among the batches of data obtained in the several conditions; and correlational studies, in which statistics detects systematic associations between variables. (3) Teach random-sampling theory in the context of sample surveys, augmenting the conventional treatment with bootstrapping. Regarding experimentation, (4) note that random assignment fosters internal but not external validity, (5) explain the general logic for testing a null model, and (6) teach randomization tests as well ast,F, and χ². (7) Regarding correlational studies, acknowledge the problems of applying inferential statistics in the absence of deliberately introduced randomness.     

HISTORICAL TITLES IN READING RESEARCH AND INSTRUCTION

This paper describes an informal spelling assessment that teachers can use to understand students' level of orthographic knowledge at the beginning of the school year. The results of this informal testing allow primary grade teachers to group students in September for word study and directed literacy instruction. The results of a year-long study in a lst-3rd grade classroom demonstrate that the initial placements of students were appropriate for instruction throughout the year. The initial spelling measures predicted reading achievement at various levels.     

The effects of team strategic orientation on team process and information search

We tested the effects of team strategic orientation on team member perceptions, work strategy and information search. In Experiment 1, 80 teams worked on a hidden profile decision-making task. A defensive team strategic orientation increased members’ perceptions of the problem’s scope, leading to a more process-focused work strategy and broader information search compared to an offensive team strategic orientation. When teams needed critical information from the environment, defensive teams outperformed offensive teams; offensive teams performed better when critical information resided within the team. In Experiment 2, these findings were replicated with 92 teams performing a different decision task. When making a second decision, half of the teams were led to change their strategic orientation; teams shifting from offense to defense altered their information search behavior more readily than did teams shifting in the opposite direction, suggesting an asymmetric adaptation effect.     

Figural goodness and the predictability of figural elements

All 126 patterns composed of five dots distributed over the cells of a 3 by 3 matrix were examined for the predictability of their elements. The predictability of a given dot in a given pattern was measured as the percentage of Ss who indicated that dot as one “implied or suggested” by the subpattern composed of the remaining four dots of the pattern. The dots comprising a figurally good five-dot pattern were generally more predictable, one from the others, than the dots comprising a poor pattern. This finding accords with the Gestaltist conception of a good figure as one whose elements are well organized, and it is the state of affairs required by Garner’s hypothesis that better figures are perceived to have fewer alternatives than poorer figures. A mechanism mediating the prediction of an element of a pattern from the other elements was suggested.     

Spirituality and mental health status among Northern Plain tribes

Spirituality measures often show positive associations with preferred mental health outcomes in the general population; however, research among American Indians (AIs) is limited. We examined the relationships of mental health status and two measures of spirituality – the Midlife Development Inventory (MIDI) and a tribal cultural spirituality measure – in Northern Plains AIs, aged 15–54 (n?=?1636). While the MIDI was unassociated with mental health status, the tribal cultural spirituality measure showed a significant relationship with better mental health status. Mental health conditions disproportionately affect AIs. Understanding protective factors such as cultural spirituality that can mitigate mental health disorders is critical to reducing these health disparities.     

The Implications of Adolescents’ Academic Word Knowledge for Achievement and Instruction

The purpose of the current study was to determine relationships between orthographic and morphological awareness of academic words and achievement across content areas. Participants (n = 256), diverse seventh and eighth graders, took three word knowledge measures; two standardized achievement measures were used as outcomes. Orthographic awareness of academic words explained variance in achievement, beyond overall breadth of vocabulary knowledge, with significant changes in R² ranging from 0.02 to 0.08. Morphological awareness of academic words explained variance in achievement, beyond overall breadth of vocabulary knowledge, with significant changes in R² ranging from 0.06 to 0.16.     

Delaware School Climate Survey-Student: its factor structure, concurrent validity, and reliability

The Delaware School Climate Survey—Student (DSCS—S) was developed to provide schools with a brief and psychometrically sound student survey for assessing school climate, particularly the dimensions of social support and structure. Confirmatory factor analyses, conducted on a sample of 11,780 students in 85 schools, showed that a bifactor model consisting of five specific factors and one general factor (School Climate) best represented the data. Those five factors are represented in five subscales of the DSCS—S: Teacher-Student Relations, Student-Student Relations, Fairness of Rules, Liking of School, and School Safety. The factor structure was shown to be stable across grade levels (i.e., elementary, middle, and high school), racial-ethnic groups (i.e., Caucasian, African American, and Hispanic), and gender. As evidence of the survey's concurrent validity, scores for each of the five subscales and the total scale correlated moderately, across groups and at the school level, with academic achievement and suspensions and expulsions.