Shodhyantri Engineering Services
Research · Analysis · Editing · Publication Support
Research · Analysis · Editing · Publication Support · Gwalior, M.P.
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Shodhyantri Engineering Services - Research. Precision. Perfection.
Data Analysis

Research Data Analysis With Interpretation You Can Defend

Quantitative, qualitative and mixed-methods analysis across fourteen-plus platforms, delivered with the files, the reasoning and a walkthrough.

Since 2020Gwalior, M.P.
MSMEUdyam registered
30+Disciplines

Free first consultation

Tell us about your research & data analysis need. We reply within one working day.

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Research & Data Analysis

Research & Data Analysis at Shodhyantri

Running a test takes minutes. Choosing the right test, checking its assumptions, reporting it in the style your field expects and explaining what it means for each hypothesis is where analysis is won or lost. Examiners and reviewers ask about those decisions, not about the button you clicked.

We analyse your data in the software your department or journal expects, document every decision, and give you the output files and syntax so you can rerun anything yourself. Choose by method, by software or by field.

Analysis Methods

Quantitative Research SupportWe help you choose a sound quantitative design, measure variables properly, analyse data with the right tests and report results your examiners can follow.Qualitative Research SupportGuidance on qualitative design, interview guides, transcription checks, coding, theme building and trustworthy reporting for theses and research papers.Mixed Methods ResearchWe help you pick a mixed methods design, plan the sequence, connect the strands and show integration through joint displays and meta-inferences.Statistical Analysis SupportOne complete service covering your analysis plan, data cleaning, test selection, software outputs, APA tables, interpretation notes and a walk-through before your review meeting.Regression AnalysisWe help you choose the right regression model, check its assumptions, interpret coefficients correctly and report results in clear, examiner-friendly tables.Structural Equation ModellingWe help you decide between covariance-based and variance-based SEM, validate constructs, test structural paths and report each step the way reviewers expect.Meta-Analysis StatisticsStatistical support for the pooling stage of a meta-analysis: effect size conversion, fixed or random effects models, heterogeneity, sensitivity checks and publication bias.Bibliometric AnalysisSupport for search strategy, Scopus and Web of Science data export, cleaning, performance analysis and science maps that show how a field has grown.Questionnaire Design & ValidationSupport for writing clear items, organising expert review, calculating content validity, running a pilot and testing reliability before your main data collection.Sample Size CalculationWe help you choose a calculation method, set realistic assumptions, compute the sample with Cochran, G*Power or Krejcie-Morgan and write a clear justification.Machine Learning Research SupportGuidance on ML and deep learning experiment design, data splits, baselines, metrics, ablation studies and reproducible code for theses and research papers.

Software

SPSS AnalysisHands-on help inside IBM SPSS Statistics: setting up variables, recoding, computing scores, running procedures, saving syntax and turning the Output Viewer into tables.SmartPLS AnalysisStep-by-step help with SmartPLS 4 projects: data import, drawing constructs, running the PLS algorithm and bootstrapping, and using PLSpredict, IPMA and MGA correctly.AMOS AnalysisPractical help drawing models in AMOS, setting analysis properties, reading text output and fit indices, and testing mediation and group differences correctly.STATA AnalysisSupport with STATA do-files, data management, panel and time series models, survey-weighted analysis, post-estimation tests and publication-quality output tables.R Programming AnalysisReproducible R scripts, tidy data pipelines and publication-ready graphs for your thesis or paper, with every step explained so you can defend it.Python Data AnalysisStructured Jupyter notebooks for data cleaning, statistical modelling and machine learning, built around your research questions and explained step by step.EViews EconometricsStationarity tests, ARDL, VAR, VECM and volatility models run in EViews, with diagnostics and interpretation you can explain to your examiner.NVivo AnalysisCodebook design, coding review, queries and theme mapping in NVivo, so your interviews and focus groups become a clear, traceable analysis.ATLAS.ti AnalysisQuotation-level coding, code groups, co-occurrence tables and network views in ATLAS.ti, used to build and test the relationships at the heart of your study.MAXQDA AnalysisCode systems, summary grids, document variables, intercoder agreement and joint displays in MAXQDA, set up so qualitative and quantitative strands meet cleanly.Minitab AnalysisTaguchi arrays, factorial designs, response surface models, control charts and capability studies in Minitab, set up before experiments and analysed after them.JASP & jamovi AnalysisClassical and Bayesian analysis in JASP and jamovi, with APA-ready tables, saved analysis files and plain explanations you can carry into your viva.MATLAB AnalysisScripts, functions and Simulink models for signal, image, control, power and optimisation research, structured so you can run, explain and extend them.ANSYS SimulationStructural, thermal and fluid simulations in ANSYS Workbench, Mechanical and Fluent, with meshing, boundary conditions and validation set up for defensible results.COMSOL SimulationCoupled electrical, thermal, mechanical, fluid and chemical models in COMSOL, built step by step with verified physics, sensible meshes and clear post-processing.
How we work

From first message to final file

01
Free consultationShare your topic, draft or data; we review it at no cost.
03
Fee & scheduleA stage-wise plan with dates and a transparent fee.
05
Stage 1 workFirst stage delivered with notes explaining each change.
07
Next stagesEach later stage follows only after your approval.
09
WalkthroughA live session to explain decisions, files and outputs.
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02
Scope in writingWe agree exactly what is included and what is not.
04
Kick-off callExpectations, university rules and formats confirmed.
06
Your reviewYou and your supervisor check the stage before we continue.
08
Quality checksLanguage, references, format and similarity reviewed.
10
After-careHelp with supervisor or reviewer comments on our work.
01
Free consultationShare your topic, draft or data; we review it at no cost.
02
Scope in writingWe agree exactly what is included and what is not.
03
Fee & scheduleA stage-wise plan with dates and a transparent fee.
04
Kick-off callExpectations, university rules and formats confirmed.
05
Stage 1 workFirst stage delivered with notes explaining each change.
06
Your reviewYou and your supervisor check the stage before we continue.
07
Next stagesEach later stage follows only after your approval.
08
Quality checksLanguage, references, format and similarity reviewed.
09
WalkthroughA live session to explain decisions, files and outputs.
10
After-careHelp with supervisor or reviewer comments on our work.

— Staged, reviewed, explained —

No cost, no obligation

What the free first consultation includes

  • 1Topic feasibility check
  • 2Draft chapter review
  • 3Journal indexing check
  • 4Similarity report reading
  • 5Data suitability check
FreeFirst consultation for every scholar
  • 6Method fit advice
  • 7Software recommendation
  • 8Timeline estimate
  • 9Scope & fee quote
  • 10Next-step plan
Milestones

Shodhyantri at a glance

2020Supporting scholars since
1,500+Scholars supported (approx.)
3,000+Chapters, papers & analyses (approx.)
30+Disciplines covered
14+Analysis & simulation platforms
20+Indian states served (approx.)
10+Languages for editing
MSMEUdyam registered, GST registered

Figures marked approx. are rounded down estimates.

Your team

Who works on your project

Domain Expert

A PhD-qualified specialist from your field who checks the research logic, gap and contribution.

Research Analyst

Handles statistics, models and qualitative coding, and documents every analytical decision.

Academic Editor

Improves structure, flow, clarity and academic tone without changing your meaning.

Simulation & Code Engineer

Builds and validates MATLAB, Python, ANSYS or COMSOL work where your study needs it.

Proofreader

Checks grammar, consistency, numbering, citations and the small errors examiners notice.

Formatting Specialist

Applies your university or journal template, reference style and front matter exactly.

Questions

Frequently asked questions

Will I receive the software files?

Yes. You receive the cleaned dataset, syntax or scripts, model files and exported tables, so the analysis can be checked and rerun.

Can you make non-significant results significant?

No. That would be data manipulation. A clearly argued non-significant result is still a finding, and we help you report and discuss it properly.

Do you help design the questionnaire too?

Yes. We help with item drafting from validated scales, content validity, pilot testing and reliability checks, so the analysis rests on a sound instrument.

Can you teach me to do it myself?

Yes. Live one-to-one training on your own data is available for SPSS, SmartPLS, AMOS, R, Python, NVivo and other platforms, recorded so you can return to it.

We provide research guidance, statistical analysis, editing, formatting and training support. All research content remains the scholar's own work, in line with UGC and university academic integrity norms. We do not guarantee publication, acceptance, indexing or academic outcomes: journals decide through peer review and universities award degrees.

Free first consultation

Tell us where you are stuck.

Send your topic, a chapter or your dataset. We reply within one working day.