Statistical Analysis (SPSS, R, AMOS, SmartPLS) · Trivandrum

SPSS and R data analysis in Trivandrum

Analysis-chapter expectations at Trivandrum universities, and help with SPSS, R and AMOS.

For scholars in Trivandrum, working with us remotely · Last reviewed

Laptop and monitor displaying bar charts and a pie chart

Yes, if you’re a PhD scholar registered in Thiruvananthapuram, we can plan, run or check your statistics with you. We use SPSS, R, AMOS or SmartPLS, whichever your committee prefers, and hand over every script with an explanation. We do this remotely from Nagercoil by video call, email and WhatsApp. Your data stay exactly as you collected them.

In this city the analysis is often decided long before the data arrive. Say you’re a University of Kerala scholar surveying households. You have to state the sample size and the statistical tests in your proposal to the University Level Ethics Committee. The questionnaire goes in English and Malayalam. An SCTIMST scholar goes through a Technical Advisory Committee and then the Institutional Ethics Committee. KUHS puts a biostatistics expert on the panel that approves your methodology. Here is what those documents ask of your analysis. Last reviewed September 2026.

Quick answers

Which files come back with my analysis?

Every table arrives with the file that made it: SPSS syntax, an R script, or the AMOS or SmartPLS model, so the numbers can be reproduced. You also get the assumption tests and effect sizes reported with each p-value. There’s a record of every variable that was recoded, and a session walking you through the output.

How long should I budget for the statistics?

With a clean, complete dataset: 2 to 4 working days to agree the plan of analysis, then 1 to 2 weeks for descriptive and inferential results. Structural equation models take a further one to three weeks, longer when the model is complex.

Could you make a result come out significant for my ethics-approved hypothesis?

No. The data stay as you collected them. Altering values, removing respondents without a stated reason or testing until something crosses 0.05 is misconduct. A null result, honestly reported and discussed, still counts as a finding.

My output is already done. Will you only review it?

Yes. Checking output you ran yourself normally needs 3 to 5 working days. We look at whether each test suits the data and whether its assumptions were tested. We look at how results are reported and interpreted. Then we flag the points an examiner would pick on.

What should I share for a quote?

Send your dataset, the instrument or codebook, and the study objectives for a free consultation. You then get a written quote with a fixed price and set revision rounds per stage. If cleaning the data proves a much larger job than the quote assumed, work pauses until you approve a revised scope.

What does the University of Kerala ethics committee want to see in your analysis plan?

The University of Kerala runs a University Level Ethics Committee on Research Involving Human Subjects (ULECRIHS). Its standard operating procedures say it reviews proposals from university departments and affiliated colleges, socio-behavioural studies included. They also say it has applied for registration with the National Ethics Committee Registry (application EC/NEW/INST/2022/2586). Its submission checklist lays down the proposal format. Several of its headings are statistical decisions in disguise.

University of Kerala ethics committee proposal headings that shape a PhD analysis chapter
Item in the ULECRIHS research proposal formatWhat it means for the analysis
Study design and setting; study populationThe design you name decides which tests are legitimate later
Inclusion and exclusion criteria, sample sizeThe committee sees your sample size before any data exist, so it needs a basis you can explain
Sampling method and study durationProbability or non-probability sampling limits how far results can be generalised
Study variables: exposure and outcomeYour independent and dependent variables, fixed in writing
Study tools and techniques, in English and MalayalamThe questionnaire in both languages, which then needs its own reliability check
Plan of analysis and statistical testsThe tests you promise here are the ones examiners expect to see in the results chapter
Participant information sheet and informed consent, in English and MalayalamWhatever the consent says about anonymity binds how you store and share the data file

The practical rules around it matter as much. The proposal goes in with a certificate from your Doctoral Committee. Your supervisor and the Committee’s chairman sign it. The fee is ₹1,050. Protocols must reach every member at least 10 days before the meeting. References follow Vancouver or another approved style. You also sign a declaration with three promises. You won’t start the research until clearance comes. You won’t deviate from the approved protocol. And you’ll seek the committee’s written approval for any change.

That last promise is where analysis plans go wrong. Say you told the committee you’d run a chi-square test and a logistic regression. Then you collect data that only support something else. You are now changing the protocol. So settle the design, the sample size and the choice of tests before submitting, not after the data come in. The members listed in the SOP include clinicians and a legal expert. There are social scientists from Sociology and Philosophy alongside the scientists. Write the plan in plain language.

How do SCTIMST’s ethics committee and thesis guidelines shape a health-science analysis chapter?

SCTIMST’s Institutional Ethics Committee FAQ draws the line for “research” low. A study needs IEC approval if participants are randomised, if you plan to generalise the findings, or if you take data from three or more subjects. Retrospective use of clinical records or leftover tissue needs approval. So does an interview-based study with no intervention. There, the committee reviews the consent process and the questionnaire before you begin. Student projects are not exempt. The Technical Advisory Committee reviews the science first. But a study can’t start on TAC approval alone. If the start is delayed by more than a year after approval, you may need a fresh one.

The FAQ is specific about consent forms. They should be simple enough for someone who left primary school. The English and Malayalam versions carry the same substance, and a literal translation is not expected. The FAQ also warns that IEC members are not specialists in your topic. Write the application simply.

The institute’s thesis guidelines then govern how results appear:

  • Material and Methods must describe the statistical analysis and the tests performed.
  • Results report observations with statistics, tables and graphs. They must mention negative results as well as positive ones.
  • The same data shouldn’t appear as both a graph and a table. The text shouldn’t repeat every value a table already gives.
  • Use SI units throughout. Table titles go above tables, and figure captions go below figures.
  • In tables, numbers are right-aligned with consistent decimal places and text is left-aligned. Rules appear only under the header rows, and headers repeat on every page of a long table.

Default SPSS output breaks most of those table rules. Plan to rebuild every table rather than paste it.

Where do biostatistics and research methodology enter KUHS, KTU and Kerala University PhDs?

KUHS. The KUHS PhD regulations put statistics at almost every gate. The entrance examination is multiple choice, with about 60 marks on research methodology and aptitude, 20 on biostatistics and 20 on research ethics. One Doctoral Committee member comes from outside your department. That member is to be a specialist in the related field, in research methodology or in biostatistics (clause 7.3). At the end of the first year, Paper I of the qualifying examination covers research methodology and academic writing, biostatistics, social science and research ethics. Next comes your protocol. The Doctoral Committee and your centre’s Institutional Ethics Committee clear it first. Then it goes before a three-member Protocol/Methodology Approval Committee, which includes an expert in research methodology, biostatistics or social science. Biostatisticians are also among those invited to the pre-submission seminar. At one of the city’s medical colleges, your analysis will be questioned more than once before the thesis is written.

KTU. Clause 13.2 of the 2023 regulations asks for a research proposal within two years of registration. It needs a conceptual model or hypothesis, specific objectives, detailed methodology and a year-wise time chart. Research methodology is a compulsory course unless your qualifying degree included it. KTU’s 2025–26 entrance syllabus lists statistical tools, design of experiments, hypothesis testing, and correlation and regression under research methodology. Management scholars at KTU centres often end up with survey data and structural equation models. If that’s you, name the method in the proposal.

University of Kerala. Coursework under the PhD Regulations 2022 carries 14 credits. That includes a research methodology course and Research and Publication Ethics. The Department Doctoral Committee is charged with guiding your study design and methodology. The March 2024 coursework notification sets four papers: Research Methodology, Research and Publication Ethics and two in your area. M.Phil. holders are exempt from the methodology paper. You get two chances, the first after six months. Our coursework and RPE guide covers the national picture. For the city’s social-science options, see our social sciences in Thiruvananthapuram guide.

At RGCB, the Institute Human Ethics Committee publishes separate forms for initial, expedited and exemption review. Check which one fits your study before you draft the analysis section. Our general guide to ethics approval explains the categories.

Working with us from Trivandrum

We start with a video call on your objectives, design and data. You send the dataset along with the instrument or codebook. Where you are in the approval process decides the order of work:

  • Before ethics review. This covers a Kerala University ULECRIHS submission, an SCTIMST TAC and IEC application or a KUHS protocol presentation. We help you write the sample size justification and the plan of analysis in plain terms. That way, the tests you promise are ones your data can support. Translating the questionnaire and consent forms into Malayalam stays with you. We check that the English version you translate from is final. We also plan a reliability check for the Malayalam instrument.
  • After data collection. We run and explain the analysis and keep a log of every recode. You get the SPSS syntax, R script or AMOS or SmartPLS model file. Has the analysis drifted from the approved plan? We point it out, so you can take it back to your committee before the thesis, not after.
  • Writing up. For SCTIMST scholars we rebuild tables to the institute’s layout. For KUHS scholars we prepare you for the biostatistics questions that come at the methodology committee and the pre-submission seminar.

The walk-through session at the end is by video call, with your own output on screen, so you can explain every number at the viva.

FAQ

Questions scholars in Trivandrum ask

Do I need ethics clearance for an online survey at the University of Kerala?

If it involves human participants, the University Level Ethics Committee reviews it, social and behavioural studies included. Your Doctoral Committee will tell you whether to apply. The proposal must include the sample size and a plan of analysis. So the statistical design comes first.

My questionnaire is in Malayalam. Does that change the analysis?

It adds a step. The committee wants study tools in English and Malayalam. But the Malayalam version is the one your respondents actually answer. So check and report its reliability, for example Cronbach’s alpha for each scale. Our questionnaire design guide covers the translation checks.

I am at SCTIMST and my study is a chart review of 40 patients. Is IEC approval really needed?

According to the SCTIMST IEC FAQ, yes. Research on clinical records needs approval even when it is retrospective, and taking data from three or more subjects already counts as research.

Can you collect or fill in survey responses to reach my sample size?

No. Collecting the data is yours, and filling in responses would be fabrication. We can help you design the instrument, plan the sample and prepare the data you collect. Our ethics policy explains the line.

SPSS or R for a KUHS or SCTIMST thesis?

Whichever your guide and the biostatistics expert on your committee can follow. Standard tests give the same answers in both. We can work in either and hand over the files for both if you want them.

Keep reading

Related guides and services

Talk it through with a specialist for free

Send us where you are and what you need. We’ll reply within one working day with clear advice, a written scope and a fixed quote. No obligation.

Book a free consultation
Call WhatsApp Free consultation