Applied Lab Techniques & Research Data Skills
A science project track for Physics, Chemistry, and Life-Science students covering lab safety and notebooks, quantitative techniques, instrument literacy, Excel and Python data handling, and a written mini-research report.
A real sequence, not a playlist
Six numbered weeks. Every week ends in a deliverable a reviewer actually checks — plan roughly twenty focused hours per week.
Course workspace: 23 lessons · 11 reads · 6 checkpoints · 6 reviewed builds
- 01~20h effort
Week 1 · Safety, Glassware & the Lab Notebook
- —Hazard labels, dilutions, and safe-handling discipline
- —Significant figures and unit consistency
- —Bound-notebook habits a HoD can audit
Deliverable: Notebook pages for three documented procedures
- 02~20h effort
Week 2 · Quantitative Techniques
- —Titration arithmetic and calibration curves
- —Measurement repeatability and least-count honesty
- —Home-safe demos plus virtual-lab practice
Deliverable: Calibration curve with repeatability table
- 03~20h effort
Week 3 · Instrument Literacy
- —Spectroscopy readouts: what the peaks actually claim
- —Microscopy and sensor data: scale bars and artefacts
- —Datasheet reading without over-claiming
Deliverable: Instrument-reading brief on two spectra or micrographs
- 04~20h effort
Week 4 · Data in Excel & Python
- —Means, errors, and honest error-barred plots
- —Tidy tables a stranger can reproduce from
- —First pandas steps for larger datasets
Deliverable: Analysis sheet with error-barred plots
- 05~20h effort
Week 5 · Mini-Research Report
- —Question, method, results, limitations, references
- —Writing so a non-specialist can follow the claim
- —Data appendix discipline: raw stays raw
Deliverable: Four-page mini-research report with data appendix
- 06~20h effort
Week 6 · Final Project Review
- —Project reflection on method and data decisions
- —Completion review against the published rubric
- —Training-completion record when requirements are met
Deliverable: Final project submission
What you actually build
No copy-paste tutorials or toy repos. Every enrolled student submits a production-grade portfolio project evaluated against an industry rubric.
Mini-Research Study with Lab Notebook & Data Appendix
Science research file: auditable lab notebook pages, calibration and instrument briefs, an error-barred analysis sheet, and a referenced four-page mini-research report.
Portfolio Deliverables Checked by Reviewers
Checked by named reviewers
Reviewers are named at cohort start and published with the batch. They check every submission against the rubric — passing names appear on the certificate.
- Every submission checked against a published academic and technical rubric
- One fair remediation attempt if a deliverable falls short of acceptance threshold
- No certificate without passing code checks — payment never substitutes genuine review
- Cryptographic verification QR permanently linked to your individual submission records