What recruiters scan for
- Scale of what you ran: units, plants, vendors, orders, headcount, or the Rs value of spend.
- Before and after improvements in cost, cycle time, quality (defects, returns) or service levels.
- Method: whether you used Lean, Six Sigma, TOC or data analysis, and a named result, not just a label.
- Cross-functional work with procurement, finance, sales and vendors, and how you handled conflict between them.
- Hands-on credibility: you have been on the floor, in the warehouse or on the route, and understand constraints.
Summary examples
MBA (Operations) candidate with [N] years in [manufacturing/supply chain/logistics]. Cut [cost/cycle time] by [X%] across [N] sites using [Lean/analytics]. Seeking operations roles where process rigour and cost discipline matter.
Supply chain professional with [N] years managing [N] vendors and Rs [amount] of annual spend. Improved on-time delivery from [A%] to [B%]. Targeting supply chain planning and procurement roles.
Engineer turned MBA candidate who led [N] process improvement projects on [line/network], saving Rs [amount]. Strong on data-led root-cause analysis. Looking for an operations excellence or manufacturing leadership role.
Skills to show
Core
Process improvement (Lean, Six Sigma, Kaizen) · Demand and supply planning · Inventory management and S&OP · Procurement and vendor management · Logistics and network design · Quality management and root-cause analysis · Capacity planning and scheduling · Cost analysis and cost reduction
Tools
Excel (advanced), including solver and simulation · SAP or Oracle ERP exposure · Power BI or Tableau · SQL or Python basics · Minitab or similar for statistical analysis · MS Project or Jira for project tracking
Soft
Ground-level leadership of large teams · Negotiation with vendors · Calm decision-making during disruptions · Cross-functional communication · Bias to action backed by data
Bullet bank
Replace each [placeholder] with your own facts. Keep only figures you can defend.
Cost and efficiency
- Reduced [unit cost/cycle time] by [X%] across [N] [lines/sites] by [method], saving Rs [amount] a year.
- Renegotiated [N] vendor contracts worth Rs [amount]; secured [X%] savings while keeping [on-time delivery/quality] at [level].
- Cut inventory holding from [A] to [B] days by resetting reorder points for [N] SKUs, freeing Rs [amount] of working capital.
Quality and reliability
- Led a root-cause analysis on [defect/return type]; the fix cut rejection from [A%] to [B%] and saved Rs [amount].
- Raised on-time-in-full delivery from [A%] to [B%] across [N] customers by redesigning [process/schedule].
- Introduced [checklist/SOP/audit] across [N] shifts; incidents fell from [A] to [B] a month.
Planning, logistics and network
- Rebuilt the [monthly/weekly] demand plan for [N] SKUs; forecast error (MAPE) fell from [A%] to [B%].
- Redesigned [N] delivery routes using [tool/method], cutting kilometres per order by [X%] and fuel cost by Rs [amount] a month.
- Evaluated [N] warehouse location options on cost, service and risk; recommended [choice], saving Rs [amount] over [N] years.
People and projects
- Led a team of [N] operators/supervisors through [change]; productivity rose [X%] with attrition down [Y points].
- Managed a [N]-month project to [commission/migrate/launch] [facility/system]; delivered [on time/within X% of budget].
- Trained [N] staff on [system/SOP]; adoption reached [X%] within [period].
Projects worth showing
- A process improvement project with a baseline, root-cause analysis, change and measured result (a Lean or Six Sigma project, even if small).
- A supply chain network or inventory optimisation model in Excel or Python with a clear recommendation and cost comparison.
- A case study on a real company's operations (for example last-mile delivery) with a model of its cost structure and your improvement proposal.
- A live project with a local manufacturer, warehouse or restaurant: process map, bottleneck, fix and results.
Certifications
- Lean Six Sigma Green Belt or Black Belt, ASQ (Certified Six Sigma Green Belt) or IASSC
- Certified Supply Chain Professional (CSCP), ASCM (formerly APICS)
- Certified in Production and Inventory Management (CPIM), ASCM (formerly APICS)
- Project Management Professional (PMP), PMI
- Certified Professional in Supply Management (CPSM), ISM (Institute for Supply Management)
Confirm eligibility rules and the current name on the issuer's own site. A Six Sigma belt with no project is weak; show the project.
Mistakes to avoid
- Describing the role ('monitored production') with no figure for cost, time or quality.
- Claiming Lean or Six Sigma skills without a named tool or a project outcome.
- Missing scale. State units, sites, vendors, headcount or spend.
- No before and after. Improvement needs a baseline.
- Taking credit for plant-wide improvements that came from a team. Say what you owned.
- A resume with no sign of hands-on exposure, which operations recruiters distrust.
Sample one-page resume
Fictional candidate. All names, employers, figures and contact details are invented for illustration.
Education
Example Business School (fictional)2025 - 2027 (expected)
MBA, Operations and Supply Chain
CGPA [X.X]/10. Operations club coordinator.
Example Institute of Technology (fictional)2018 - 2022
B.E., Mechanical Engineering
First class; final-year project on cellular manufacturing layout.
Experience
Example Retail Logistics Pvt Ltd (fictional)May 2026 - Jul 2026
Summer Intern, Supply Chain Planning, Hyderabad
- Analysed 6 months of dispatch data for 4 warehouses; identified that 70 percent of late deliveries came from 2 pick-wave timings.
- Redesigned pick-wave schedules for 1 warehouse; on-time dispatch rose from 82 percent to 91 percent in 5 weeks.
- Built a safety-stock model for 140 fast-moving SKUs; projected a Rs 38 lakh inventory release.
Example Auto Components Ltd (fictional)Jul 2022 - Jun 2025
Production Planning Engineer, Pune
- Planned daily output across 3 lines and 120 operators for 40 part numbers worth Rs 90 crore a year; schedule adherence rose from 78 to 92 percent.
- Led a Six Sigma Green Belt project on a paint-shop defect; rejection fell from 4.8 to 2.1 percent, saving Rs 62 lakh a year.
- Negotiated with 6 suppliers to cut average lead time from 21 to 14 days, avoiding 9 line stoppages.
Projects
Last-mile cost model: [Indian quick-commerce firm]
Built a cost-per-order model and tested 3 dark-store location layouts; recommended the one cutting delivery time by 4 minutes.
Case competition: inventory optimisation
Finalist among 150 teams with a reorder-point and safety-stock model for a pharma distributor.
Skills
core: Lean and Six Sigma, Demand planning, Inventory, Vendor negotiation | tools: Excel (advanced), SAP (MM, PP), Power BI, Minitab, SQL (basic) | languages: English, Hindi, Marathi
Extracurriculars
- Operations club coordinator: ran 8 plant visit and workshop sessions for 90 students.
- Volunteered with a food-bank charity: reorganised the packing line, cutting packing time per box by 30 percent.
- Cricket: batch team vice-captain.