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Manual Lab Data Analysis

Scientists and lab teams lack accessible, reliable tools for routine data analysis, QC, and compliance, forcing manual, error-prone workarounds.

In their words

Our company has a handful USB dongles for the gTILT software but shared amongst 40+ people. It's a pain but we're barely able to make it work.

r/Geotech on Reddit

I do not want to spend time cleaning / arranging / excavating the data, just do it for me quickly

r/biotech on Reddit

Is there another tool someone would recommend based on some must-have requirements below

r/research on Reddit

Has anyone actually gone through a PTFE substitution exercise? What did you land on and what did you have to give up?

r/MechanicalEngineering on Reddit

half of the critical details never make it into the methods section, yet we're somehow expected to magically reproduce their results

r/labrats on Reddit

Papers say raw data is "available upon reasonable request," but corresponding authors just don't answer.

r/bioinformatics on Reddit

how dependent we are on expensive proprietary software just to draw a curve

r/labrats on Reddit

I am expected to generate publication ready figures every week for each project I am involved in.

r/bioinformatics on Reddit

simulation takes time to build and validate, management usually dont want to wait. we end up using excel or just rough calculations for most decisions

r/industrialengineering on Reddit

If you've left Benchling, how bad was the export? Did sample lineage and attachments survive, or did you lose structure on the way out?

r/biotech on Reddit

Online I'm seeing that it can go as high as 16 work hours for one SDS, but that feels excessive.

r/SafetyProfessionals on Reddit

we are speaking of 1000 samples per stand, so I hope you understand that this is a lot of work to do manually.

r/excel on Reddit

i have a heterogeneous mix of hardware that speaks a bunch of different protocols ... and I want to be able to talk to it from one central computer

Hacker News

with ai tools available, post hoc secondary analysis of studies (like this) has to be insanely easier to run through. Are there are companies/individuals focused on this specifically?

Hacker News

Lab scientists and analysts

Where they talk

  • r/bioinformatics
  • r/labrats
  • r/massspectrometry
  • r/CHROMATOGRAPHY
  • r/biotech
  • r/medlabprofessionals
  • r/comp_chem
  • r/Chempros

Tools they use today

  • Excel
  • Claude
  • R
  • Seurat
  • BLAST
  • Fiji
  • IGV
  • ImageJ

Why those fall short

  • papers lack data, hyperparameters, runnable code; results not transparent
  • legacy access and mirrors fail; GTF files cannot replace complicated annotation cases
  • requests are scarce and manager keeps gatekeeping data access
  • no verification of accessions, files or metadata; authors simply do not answer
  • clumping persists regardless of tube type; scattergram errors block retic results