At APA PUB, we provide expert data analysis services for academic and research projects using leading statistical software like SPSS, R, Python, STATA, and Excel. Whether your data is quantitative, qualitative, or mixed-method, we help you interpret results that align with your research objectives.
Our statisticians and analysts work closely with scholars to ensure data sets are accurately processed, statistically validated, and presented in a publication-ready format — with charts, tables, and explanatory notes.
From hypothesis testing and regression to thematic coding and ANOVA, we help convert raw data into research insight that matters.
Removing inconsistencies, missing values, and preparing datasets for reliable analysis.
Summarizing data with means, medians, frequencies, standard deviations, and visuals.
T-tests, ANOVA, chi-square, regression analysis, and hypothesis testing with interpretation.
Thematic coding, content analysis, NVivo insights, and narrative structuring of open-ended data.
Charts, tables, heatmaps, and dashboards for easy data visualization and reader engagement.
Dedicated analysis using SPSS, R, STATA, Excel, and Python — as per university or journal requirements.
Whether it's SPSS, R, Python, or STATA — we deliver accurate, publication-ready insights tailored to your research goals.