Codes are not themes — most qualitative chapters get sent back because that step was skipped. Eight years of NVivo and ATLAS.ti coding work built around getting it right.
No marketing biography. Here is the qualification, the experience and the working method — so you can judge whether they are right for your thesis.
Wei Jian holds an MSc in Social Research Methods from Universiti Malaya, with a specific focus on qualitative data analysis using NVivo and ATLAS.ti coding software across a range of disciplines.
He has worked with students on thematic, content and narrative analysis, with particular attention to interview protocol and probe design — decisions made before data collection that determine how rich the eventual coding can be.
His central distinction, repeated with every student, is that codes describe what is in the data while themes explain what it means — collapsing the two is the single most common reason a qualitative findings chapter reads as descriptive rather than analytical.
For studies still in the design phase, he reviews the interview protocol first, checking that questions will actually generate data rich enough to code meaningfully — a common gap is discovered too late otherwise.
Coding itself moves from initial open coding through to theme development with a documented audit trail, so every reported theme can be traced back to specific coded excerpts when a panel asks.
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Qualitative coding sits alongside our quantitative analysis service — NVivo and ATLAS.ti frameworks with a clear audit trail from data to reported theme.
Qualitative findings presented with evidence tables connecting each theme back to specific data excerpts.
Interview questions designed to generate data rich enough for meaningful thematic coding, checked before data collection begins.
The distinction between codes and themes made explicit and defensible, so findings read as analysis rather than description.
Not sure whether your chapter falls inside Wei Jian's scope?Send it anyway. If it is not their field, we will tell you which specialist it belongs to before you pay anything.
Ask Wei Jian →"My supervisor said my findings chapter was 'too descriptive' and I genuinely did not understand what that meant until he explained codes versus themes. Rebuilt chapter was completely different."
"My interview questions were too closed-ended and were not going to give me enough to code. He caught this before I started data collection, not after."
"NVivo coding framework was thorough and well-documented. A bit slower than expected given the volume of interview data, but every theme was clearly traceable in my viva."
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