You will get an independent methodology and reproducibility review of your research
Project details
I will independently examine whether the main quantitative conclusions in your manuscript or research report follow from the stated data, methods, assumptions, and analysis.
You will receive a structured, prioritized report—not generic proofreading or an approval stamp. I begin by reconstructing the central claim and the intermediate propositions it requires, then assess the evidence supporting each step. Where appropriate, I identify decisive sensitivity checks, null models, replication tests, or computational checks.
I am a Physics PhD with five years of computational evolutionary-genomics research at the Max Planck Institute, peer-reviewed publications in molecular evolution and physics, and extensive physics and mathematics teaching experience. My work combines conceptual reconstruction with statistical and computational checking. For code-supported analysis, I inspect logic and tests and work with Python scientific-computing workflows; I do not offer production-software certification.
Before ordering, please contact me if the work is clinical, regulatory, financial, legal, or requires formal subject-area certification.
You will receive a structured, prioritized report—not generic proofreading or an approval stamp. I begin by reconstructing the central claim and the intermediate propositions it requires, then assess the evidence supporting each step. Where appropriate, I identify decisive sensitivity checks, null models, replication tests, or computational checks.
I am a Physics PhD with five years of computational evolutionary-genomics research at the Max Planck Institute, peer-reviewed publications in molecular evolution and physics, and extensive physics and mathematics teaching experience. My work combines conceptual reconstruction with statistical and computational checking. For code-supported analysis, I inspect logic and tests and work with Python scientific-computing workflows; I do not offer production-software certification.
Before ordering, please contact me if the work is clinical, regulatory, financial, legal, or requires formal subject-area certification.
What's included
| Service Tiers |
Starter
$180
|
Standard
$360
|
Advanced
$600
|
|---|---|---|---|
| Delivery Time | 3 days | 6 days | 10 days |
Number of Revisions | 1 | 1 | 1 |
Frequently asked questions
About Gaurab
PhD Scientific Analyst | Statistics, Validation & Research Review
Sambalpur, India - 6:51 am local time
My background spans computational evolutionary genomics at the Max Planck Institute, published research in molecular evolution and language modelling, and approximately 7,000 hours of physics and mathematics teaching. I am especially useful when a project needs careful independent judgment rather than routine dashboard production.
I can help with:
• Statistical and methodological review
• Reproduction or replication of quantitative results
• Null-model, permutation, sensitivity, and robustness analyses
• Scientific data analysis and visualization
• Model and simulation validation
• Research-code inspection, debugging, and correctness testing
• Clear explanation of technical findings
I work best from a concrete claim, dataset, model, paper, or repository. I reconstruct the reasoning, identify the tests needed, and report the strongest conclusion the evidence supports.
For code-heavy projects, I design the analysis and validation logic, then read, debug, modify, and rigorously check Python and scientific-computing workflows, including AI-assisted implementations. I do not market myself as a production software engineer.
I value bounded claims, reproducible work, and transparent uncertainty.
Steps for completing your project
After purchasing the project, send requirements so Gaurab can start the project.
Delivery time starts when Gaurab receives requirements from you.
Gaurab works on your project following the steps below.
Revisions may occur after the delivery date.
Intake and claim map
Confirm scope and reconstruct the central claim, required intermediate propositions, and available evidence.
Method reconstruction
Trace the analysis from data and assumptions through models, statistics, code, and reported results.