Portfolio · Industrial Engineering

My Analysis

Dashboards, studies and business cases I have built on the factory floor: production performance, process improvement, manpower and machine analytics.

Live · updates from Google Sheets

Sewing Performance Dashboard

Group-wide sewing KPIs for 6 units and 15 floors, read live from the ERP Sewing Summary Report. Month and year-to-date views, monthly trend, floor ranking on any metric, floor × month heatmap, CM productivity and CM shortfall.

10months tracked
20+KPIs per floor
5 minauto-refresh
Open dashboard →

Case studies

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Lean · Kaizen

Sewing Process Kaizen Programme

Method improvements on hoodie, long pant and polo styles: removing marking steps and merging operations so fewer people do the same work in less time.

17manpower freed
18–57%time reduction
Tk 2.35 lakhsaving, 5 projects
Project results
ProjectMP before → afterSec before → afterImprovementSaving (Tk)
Kangaroo pocket join without mark8 → 454 → 3829.6%52,000
Body mark for pocket join, no middle mark12 → 623 → 1821.7%78,000
Hood servicing with tuck (2 ops → 1)8 → 430 → 2226.7%60,000
Label & loop join combined4 → 235 → 1557.1%30,000
Placket close & top stitch combined4 → 344 → 3618.2%15,000
Total17 freed2,35,000
How
  • Time study before and after on running lines, video of both methods.
  • Eliminated non-value marking, combined adjacent operations on one machine.
  • Savings calculated over each style's run (26–30 days).
Time studyMethod studyPowerPointExcel tracker
Manpower · Costing

Helper Reduction & Piece-Rate Analysis

A contractual-operator knit-dress factory ran with a 42–45% helper share. I built the case to cut helpers through small devices and operator-side task changes, with a piece-rate offer to keep operators on side.

13lines in scope
3improvement cases
1 / linehelper removed per case
The three cases
  • Shoulder join: a trimming device on the overlock removes the trimming helper on all 13 lines.
  • Back tape piping: operator cuts the piping, removing one helper per line on 9 lines.
  • Sleeve join: operator folds the body, removing one helper per line on 13 lines.
Deliverable
  • Formula-driven workbook for MD, Chairman and Director: executive summary, inputs, one sheet per case, piece-rate sensitivity, risk and manpower view.
  • Operator incentive range modelled through a piece-rate increase to manage contractor resistance.
Excel modellingSensitivity analysisLine study
Analytics · Power BI

Machine Health Analytics

A machine-health dashboard for a multi-plant group, built from AMS-R101 fleet data, so maintenance can see which machines and plants need attention first.

5plants
Fleetmachine-level data
Power BIwith DAX measures
What it does
  • Cleans and models fleet data across five plants into one model.
  • DAX measures for machine health and status, conditional formatting to flag problem machines.
  • Custom navy theme for management reporting.
Power BIDAXData modelling
Strategy · Business case

IE Department Proposal

A proposal to build a dedicated IE team for 1,300 sewing machines across 48 lines, with cutting and finishing in scope, where no time study, line balancing or layout work was being done.

55.5% → 65%efficiency target
$1.8M+yearly value of the gap
3hiring phases
The case
  • Mapped the current workload: daily SMV for 20–25 styles, input-ensure data chasing 3–4 hours a day, manual line checks.
  • Valued the efficiency gap using ERP capacity and CM figures.
  • Phased recruitment: one experienced IE per floor, the rest trained freshers.
  • Delivered as a PowerPoint deck and a Word proposal for the MD.
Capacity analysisBusiness caseOrg planning

More work

Reports and tools built for daily operations
Sewing NPT reporting systemLearning curve tool for sewing linesERP data scraper (Python, Playwright)Monthly PPM & manpower reportCOO financial loss dashboardLine loading & plan hit-rate trackerCutting productivity studyContract vs payroll operator cost modelInput-ensure meeting toolkit