Statistical & SEM Modelling
Measurement and structural models in SmartPLS and AMOS, regression and ANOVA in SPSS, STATA and R, with the reliability, validity and model-fit reporting examiners expect.
- SPSS
- SmartPLS
- AMOS
- R
Research & engineering, together
Your ideas.
Your ideas.
Our expertise.
A clearer way forward.
From the first research question to the final presentation. Practical guidance, rigorous analysis and engineering insight for your next step.
Find your research support
Engineering & simulation
Explore the design.
Explore the design.
Understand the performance.
Structural, thermal and fluid-flow modelling, with assumptions documented and results explained.
Explore this work
SHODHYANTRI / 01
Research & methodology
Give your research
Give your research
a clear direction.
Connect your topic, objectives, literature and methodology in a practical plan for your study.
Explore this work
SHODHYANTRI / 02
Data & statistical analysis
Look beyond the output.
Look beyond the output.
Find the meaning.
SPSS, SmartPLS, R and Python support that connects statistical results to your research questions.
Explore this work
SHODHYANTRI / 03
Who we are
Research support for the decisions that matter.
A strong study connects the question, the method and the evidence. Shodhyantri Engineering Services helps scholars work through those connections with research guidance, statistical analysis, engineering simulation and academic communication.
Based in Gwalior, we support PhD, M.Tech, MBA and postgraduate researchers across disciplines. Come with a specific task, a chapter or a sequence of research stages. We begin with the material you have and agree what the next step should produce.
Your contribution remains yours. Our role is to help you organise, analyse and explain the work with greater clarity.
Scope in writing
Know the work and deliverables before starting.
Working files
Keep editable documents, models and outputs.
A useful explanation
Connect each result to the study’s question.
Services
Everything a research project needs, in one place
Choose a service to see what’s included. Not sure where to start? Tell us about your project and we’ll suggest a plan.
01 · PLAN
Research Design & Planning
Shape the question, the method and the plan before data collection begins.
02 · ANALYSE
Data & Engineering Analysis
Statistical, qualitative and simulation work, with interpretation you can defend.
03 · PUBLISH
Writing, Publication & Viva
Clear chapters, journal-ready manuscripts and confident presentations.
Research Design & Planning
Research Topic Refinement Research Gap Assessment Proposal and Synopsis Support Questionnaire and Scale Design Sampling and Study Design Methodology Chapter Support Experimental Planning Research MentoringData & Engineering Analysis
Statistical Analysis in SPSS PLS-SEM with SmartPLS Qualitative Data Analysis Python Analysis and Visualisation ANSYS Structural Simulation CFD and Heat Transfer Analysis MATLAB and Simulink Modelling Multi-Objective and Fuzzy OptimisationWriting, Publication & Viva
Academic Language Editing Thesis Formatting and Layout Figures, Tables and Diagrams Journal Manuscript Preparation Literature Review Synthesis Bibliometric Mapping Conference Presentation Design Viva Preparation
Capabilities
Methods we use every week
A closer look at three areas where scholars most often ask for help.
Engineering Simulation
Structural, thermal and CFD studies in ANSYS, COMSOL and MATLAB/Simulink — from geometry and meshing to validation and clear result plots.
- ANSYS
- COMSOL
- MATLAB
- Simulink
Literature & Bibliometric Mapping
Structured searches, screening and synthesis, plus keyword and co-citation maps that show exactly where your work fits.
- Systematic search
- Screening
- Keyword maps
- Co-citation
Software we work in
Statistics
SPSSSTATAEViewsMinitabJASPjamovi
SEM & data science
SmartPLSAMOSRPython
Engineering & simulation
ANSYSCOMSOLMATLABSimulink
Qualitative & mixed methods
NVivoATLAS.tiMAXQDA
Our work
Every service, set out properly
Each poster below covers one part of what we do. Open any of them and you get the full picture — what is included, how the work runs, what you receive at the end, and what the poster itself is showing. The artwork is ours; you are welcome to download it in full resolution and share it with anyone it would help.
Thesis and dissertation
Thesis & Dissertation Support
From concept to completion — topic, methodology, analysis, writing and final review.
Read the full page
Your Research, Our Expertise
End-to-end support for PhD and M.Tech thesis writing, analysis and publication.
Read the full page
Research Methodology Support
Research design, sampling, hypotheses, data collection and the analysis plan.
Read the full page
Thesis Writing & Publication Support
From concept to completion — writing, editing, formatting, similarity and publication.
Read the full page
Thesis Printing & Hardbound Binding
Premium hardbound thesis printing with gold embossing, from hard work to hardbound.
Read the full pageData and statistics
Data Analysis Using SPSS
Reliable analysis, accurate results — from raw responses to a defensible results chapter.
Read the full page
SmartPLS Analysis
Advanced PLS-SEM: measurement model, structural model, bootstrapping and mediation.
Read the full page
Data Analysis & Interpretation
From raw data to real insight — descriptive, inferential, regression and multivariate work.
Read the full page
Data Analysis & Visualization
Dashboards, charts and reports that make a finding visible in one look.
Read the full page
NSGA-II and NSGA-III Optimisation
Multi-objective and many-objective optimisation with Pareto fronts and reference points.
Read the full page
Fuzzy Set Analysis
Handle uncertainty, model reality, and turn expert judgement into defensible numbers.
Read the full page
Fuzzy Inference Systems
The anatomy of a working fuzzy system, from crisp inputs to a defensible crisp decision.
Read the full pageReview and publication
Review Paper Analysis with VOSviewer
Bibliometric mapping that turns a literature pile into a defensible research gap.
Read the full page
Publication Support
Journal selection, manuscript writing, submission and reviewer response.
Read the full page
The Publication Process
Seven steps from consultation to acceptance, with nothing hidden in between.
Read the full page
Literature Review Support
Search, screen, evaluate and synthesise — a review that builds an argument.
Read the full page
Bibliometric Visualisation with VOSviewer
Network, overlay, density and cluster maps — and how to read what they show.
Read the full pageEngineering and simulation
Engineering Research Excellence
Conceptual design, CAD, FEA, thermal and fluid analysis, optimisation and validation.
Read the full page
Simulation & Design Solutions
Structural, thermal, CFD, modal, impact and multi-physics analysis with optimisation.
Read the full page
Thermal Analysis
Steady-state, transient, conjugate heat transfer, thermal stress and cooling design.
Read the full page
Physics Research Analysis
Theoretical modelling, experimental data interpretation, computation and validation.
Read the full page
Sustainable Concrete Mix Design
Waste material replacement, experimental testing and performance evaluation for M30 and beyond.
Read the full page
Environmental Sustainability Research
Impact assessment, life cycle analysis, green infrastructure and environmental monitoring.
Read the full page
Time–Cost Trade-off Analysis
Crashing, resource optimisation and the schedule compression that actually pays.
Read the full pageLaw and policy
Legal Research Support
Doctrinal research, case-law analysis, thesis writing and publication for law scholars.
Read the full page
Key Areas of Legal Research
Constitutional, criminal, corporate, international, human rights, cyber and environmental law.
Read the full pageEverything we do
Your Ideas, Our Expertise
End-to-end academic and research solutions across ten industries.
Read the full page
How a project moves
Your research journey, stage by stage
Every engagement follows the same five stages, so you always know what happens next.
Idea
We discuss your topic, discipline, university guidelines and deadline, and agree what a good outcome looks like.
Outcome: a written scope and timelineResearch Plan
Objectives, hypotheses, variables, sampling and instruments are finalised and checked against your research questions.
Outcome: an agreed methodology planAnalysis
Data is cleaned and analysed, or models are built and simulated, with every assumption and setting documented.
Outcome: output files and result tablesInterpretation
Results are explained in plain language and linked back to your hypotheses and the literature.
Outcome: an interpretation note and walkthroughPresentation
Findings are written up, formatted and turned into slides for review meetings, journals, conferences or your viva.
Outcome: submission-ready chapters, papers or slides
Free resources
Guides from our research desk
Short, practical guides for the questions scholars ask us most often.
Guide
How to justify your sample size
Where your number came from, and how to answer “why 384?” when a supervisor or examiner asks.
Read the guide GuideA literature review that argues
Build a review that leads to your research gap instead of summarising everything you have read.
Read the guide GuideTwenty viva questions
The questions examiners ask about your decisions, and how to prepare clear answers to each.
Read the guide
Enquire
Discuss your project with us
Share a few details about your research and we’ll reply within one working day with a suggested plan and timeline. The first consultation is free. Prefer to talk? Call, WhatsApp or email us.