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Educational Research: Post-analysis Considerations, Preparing and Evaluating a Research Report. EDU 8603 Educational Research Richard M. Jacobs, OSA, Ph.D. Completing a research study is not the terminus of the research process…. …data must be verified and stored.
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Educational Research:Post-analysis Considerations, Preparing and Evaluating a Research Report EDU 8603 Educational Research Richard M. Jacobs, OSA, Ph.D.
Completing a research study is not the terminus of the research process… …data must be verified and stored …results must be interpreted …the research report must be written
In particular, computer analyses must be checked very carefully… …inputting mistakes lead to erroneous results
Verifying the data... • The data must be double-checked, coding procedures verified, accuracy of computations examined, and the reasonableness of the findings evaluated …the research needs to find errors before reviewers, editors, and readers of scholarly journals do
Storing the data... • After verifying the accuracy of the data, the researcher must label, organize and file the data in a safe place …the original data may be subsequently needed by the researcher or other researchers who may wish to examine the data utilizing different statistical techniques
Interpreting research results... • The results of statistical analyses need to be interpreted in terms of… …the purpose of the study …the original research hypothesis …and with respect to other studies that have been conducted in the same area of research
hypothesized results... …the researcher must describe adequately what statistics indicate about null hypothesis …the issue concerns statistical significance and why the researcher accepts/rejects the null hypothesis
unhypothesized results... …during the research process an apparent relationship may emerge that was not previously hypothesized …collect and analyze data on these unforeseen relationships; present the results, but do not change or add to the original hypothesis
…instead, use the unhypothesized results as the basis for a later study designed specifically to test the new hypothesis
statistical issues... …valid inferences require that the sample be representative of the population …valid inferences also require that the conditions (or assumptions) underlying the statistical procedure are met
…otherwise, bias enters into the statistics used and the research findings and, hence, the generalizations from them are weakened if not rendered meaningless
methodological issues... …ignoring measurement error …ignoring low statistical power …performing multiple comparisons
measurement error... …measurements are seldom error-free …large amounts of measurement error hamper the ability to find statistically significant research results
statistical power... …the probability that a Type II error is avoided …however, lowering statistical power increases the likelihood that the researcher will overlook or miss the outcome desired
statistical power depends upon four interrelated factors… …the sample size …the significance level selected …the direction of the significance test …the effect size (i.e., the degree of the departure from the null hypothesis)
strategies for estimating the effect size…. …use the effect sizes of studies of the same phenomenon …select a cut-off score below which an effect size is judge unimportant …choose conventional, generally agreed upon definitions of small, medium, and large effect sizes
to increase power…. …(a priori) increase the sample size …(a priori) increase the significance level
the strongest support for a research hypothesis comes from replication… …as the study is repeated with different participants in the same or different settings …which increases the generalizability of the findings
The matter of “significance”... • The fact of statistical significance does not automatically mean that a study’s results have any practical significance
statistical significance... …the results of the study are likely to occur by chance a certain percentage of the time …the observed statistical relationship or differences is probably a real difference, but not necessarily an important one
practical significance... …the results of the study are able to applied or used by practitioners or clinicians in their particular setting
Preparing a research report... • After verifying, storing, and interpreting the data, the researcher begins the process of writing the final report… …which requires outlining and providing details for the general sections
Elements of a research report… 1. preliminary pages 2. main body 3. appendices
preliminary pages… …title page …acknowledgements page …table of contents …list of tables and figures …abstract
title page... …indicates the title of the report, the author’s name, the requirement being fulfilled, the name and location of the institution, the date of submission of the report …states the purpose of the study as succinctly as possible
acknowledgements page... …expresses an author’s appreciation to persons who have contributed significantly to the completion of the report
table of contents... …provides an outline indicating on which page each major section (or chapter) and subsection begins
list of tables and figures... …gives the number and title of each table and figure and the page on which it can be found
abstract... …a statement summarizing the basic purposes of the study, including: the problem investigated, types of participants and instruments, the design, the procedures, the major results, as well as the major conclusions
main body… …introduction …method …results …discussion …references
introduction... …a well-written description of the problem, a review of related literature, and a definition of terms …should lead logically to the statement of the hypothesis
method... …a description of the participants, instruments, design, procedures, assumptions, and limitations
results... …describes the statistical techniques or qualitative interpretations that were applied to the data and the results of the analysis …information about the process applied during data analysis should be provided
discussion... …identifies the agreement or disagreement of the findings with previous results obtained by other researchers in other studies or the hypotheses stated at the start of the study …identifies the theoretical and practical implications of the findings and makes recommendations for future research or future action
references... …a listing of all sources, alphabetically by authors’ last names, directly used in writing the report
appendices… …information and data that are pertinent to the study that either are not important enough to be included in the main body of the report or are too lengthy
Some general rules for writing… ...format according to APA Publication Manual (5th edition) …use clear, simple, straight-forward style, including correct spelling, grammar, and punctuation …learn from the corrections provided on your 8603 exercises
Evaluating research reports… • requires the development of a set of skills that enable an individual to differentiate the quality and value of research reports… …by accurately identifying their strengths and weaknesses
General evaluative criteria… 1. introduction 2. method 3. results 4. discussion 5. abstract or summary
introduction… …problem …review of literature …hypotheses
method… …participants …instruments …design and procedure
results… • discussion (including conclusions and recommendations)… • abstract or summary…
Type-specific evaluative criteria… 1. qualitative research 2. descriptive research (including questionnaire, interview, and observation studies) 3. correlational research (including relationship and prediction studies) 4. causal-comparative research 5. experimental research
Mini-Quiz… • True and false… …the larger the denominator in a parametric test of significance, the larger the numerator must be to attain significance True
True and false… …computer analyses of data always provide accurate results of the data input into the program True
True and false… …the product of a test of significance is a number True
True and false… …what the test of significant means requires interpretation True
True and false… …virtually any difference can be made significant if the sample is large enough True
True and false… …the higher the level of significance at which the null hypothesis will be rejected, the more powerful the test True
True and false… …the failure to reject the null hypothesis renders a study insignificant False