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Watch this before designing a survey so as to avoid garbage data in your study 🏷 Conceptual and theoretical framework operationalization Grit, motivation, self-determination theory, Technology Acceptance Model TAM, Unified Theory of Acceptance and Use of Technology UTAUT, self efficacy, academic burnout, EFL, ESL, TEFL Questionnaire adoption Questionnaire adaptation 🏷 Free online questionnaire survey tools: Google Forms, Microsoft Forms, Qualtrics, SurveyMonkey, JISC, 🏷 Free quantitative AI data analysis tools: JASP; JAMOVI, R Studio, PSPP, Excel, Tableau for butterfly charts and stacked bar charts SPSS, AMOS, SmartPLS, MiniTab, EViews, Matplotlib, GPower How to code a questionnaire on SPSS How to label questions on SPSS Data view and variable view How to enter data in SPSS Nominal, ordinal and scale measures on SPSS Pilot testing a questionnaire on a small scale sample of 15 respondents What is the sample size that is appropriate for questionnaires Nonprobability voluntary sampling for online survey data collection How to collect questionnaire data fast 🏷 Descriptive statistics of questionnaire Frequency, percentage, mean, and standard deviation SD 🏷 Inferential statistics of survey Cronbach alpha reliability, correlation, regression, ANOVA, T Test, Collinearity diagnostics, histograms, VIF, Outliers , mediation, moderation, predictor, outcome, independent variable, dependent variable, regression standardized residual, regression standardized predicted value, control variable, covariate, multivariate data analysis Reliability tests of questionnaire Interclass Correlation Coefficient, Cronbach alpha reliability, Factor loadings, Exploratory Factor Analysis EFA, Confirmatory Factor Analysis CFA, Structural equation modeling SEM, and Model fit indices, Model fit in regression, ANOVA in regression, R squared What tests to choose for questionnaire analysis Best quantitative data analysis techniques for a questionnaire What tests to select for questionnaire analysis How to analyse a survey and interpret the results How to avoid GIGO when designing a research instrument Garbage in and garbage out dilemma in data collection and research instruments How to reverse code negatively worded items through data transformation Composite score calculations Mean score calculation How to put different questions in one table for a questionnaire data analysis on SPSS How to sort data based on mean in SPSS How to interpret the mean and standard deviation Normality test of Likert scale Non parametric statistics for data analysis Pearson correlation test Spearman correlation test Mean and standard deviation with correlation in on table on SPSS One tailed and two tailed hypotheses differences How to run and interpret correlation on SPSS Weak, moderate and strong statistically significant correlation How to interpret the p value at .05, .01 and .000 How to format tables in APA 7th edition style --------------------------------- ✨Social media: Mohamed Benhima, PhD Email: datanalysis93@gmail.com WhatsApp: +212619398603 / wa.link/l6jvny ✅ Download the used materials: https://redev.gumroad.com/l/Likertscale ✅ Quantitative data analysis one-on-one consultation service: https://drbenhima.com/quantitative-da... -------------------------------- 👉 Julius AI for data analysis: Discount via https://julius.ai/?via=YouTubediscounted 👉 Elicit Copoun Code for Discount: BEN Elicit discounted link: https://elicit.com/?via=ben (Get 10% off with code BEN)