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Operations Manager resume examples

Two real-world examples — mid-level Ops Manager and senior director-track Ops leader — written for hiring panels that grade on process redesign, cross-functional partnership, and measurable operational outcomes.

ByMila Yong·Founder & CEO·Reviewed byHannah Reeves· Senior Resume Writer·2 examples

Operations Manager hiring grades on three signals: scope of operations owned (headcount supported, cost-centre P&L size, geographic span), process-improvement track record (cycle-time reductions, error-rate improvements, SLA attainment), and cross-functional partnership depth (finance, engineering, customer success, HR — which functions have you partnered with and at what level).

The gap most Ops Manager resumes fall into: they describe activities in generic ops language ('managed operations,' 'streamlined processes,' 'led cross-functional initiatives') without naming the specific operation, the metric, or the partner team. Activity bullets blend together. A bullet that names the operation (order-fulfilment cycle), the cycle-time metric (cut from 14 days to 5), and the partner team (Logistics + Customer Success + Finance) gets read.

The resumes that get pulled forward do three things differently. First, they name the operation by domain — supply chain, financial operations, customer operations, GTM operations. Second, they describe each role by scope (P&L if any, headcount supported, geographic span) and outcomes (cycle-time + cost + quality metrics). Third, they surface specific cross-functional partnerships at the C-suite or VP level.

Below: full resumes, writing guide, sample bullets, action verbs, common mistakes, format guidance, BLS salary data, and FAQs.

2 examples

Marcus Reilly

Operations Manager · 18 DCs · 240 orders/day · Lean Six Sigma Green Belt
Atlanta·US·[email protected]·+1 (404) 555-0192·linkedin.com/in/marcusreilly

Profile

Operations Manager with five years across e-commerce + 3PL ops. Currently own the order-fulfilment cycle at Bowline (e-commerce SaaS) — 18 distribution centres, 240 orders/day average volume. Reduced cost per order 22% in FY24 via 3PL renegotiation. Lean Six Sigma Green Belt + PMP-eligible.

Certifications

Lean Six Sigma Green Belt
ASQ·Nov 2022
PMP — exam scheduled Q3 2026
PMI·Aug 2025

Skills

Methodology
Lean / Six SigmaKaizen + 5SVendor managementSLA management
Systems
NetSuite ERPLooker (ops analytics)SmartsheetJira + Confluence

Experience

Operations Manager
Bowline · Atlanta, GA
Apr 2023Present

Own the order-fulfilment cycle across 18 distribution centres (240 orders/day average volume). Report to the Senior Director of Operations; co-own SLA management with the Customer Success team.

  • Reduced cost per order 22% across FY24 ($380k annual savings) via 3PL renegotiation + carrier-mix optimisation.
  • Improved on-time-in-full (OTIF) attainment from 88% to 94% across 18 DCs by standardising the pick-pack-ship SOP.
  • Built the ops-dashboard in Looker covering 14 operational KPIs across all DCs; quarterly board prep cycle automated from 2 days to 4 hours.
  • Co-led the Kaizen blitz on the returns-processing line with the Senior Ops Manager; DPMO dropped from 8,200 to 2,400 over FY24.
Operations Analyst
Bowline · Atlanta, GA
Sep 2020Mar 2023

Operations Analyst on the fulfilment-ops team. Promoted to Operations Manager in 30 months.

  • Authored the team's first standardised vendor-scorecard template; rolled out across 9 3PL providers and adopted as the FY22 contract-renewal evaluation basis.
  • Tracked OTIF + cycle-time metrics weekly across 14 DCs; identified the systemic carrier-routing issue that informed the FY22 carrier-mix rebuild.

Education

BS in Industrial Engineering
Georgia Institute of Technology · Atlanta, GA
Sep 2016May 2020
  • Concentration in operations management + supply-chain analytics.
mid

Mid-level

5 years. 18 DCs at Bowline. Cost-per-order -22% ($380k savings). Green Belt + PMP-eligible.

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Garrett Okonkwo

Senior Operations Manager · $14M P&L · 47-person team · Lean Six Sigma Black Belt
Austin·US·[email protected]·+1 (512) 555-0231·linkedin.com/in/garrettokonkwo

Summary

Senior Operations Manager with nine years across SaaS + e-commerce ops. Currently own the GTM-ops function at Vellum (Series C SaaS) — 47-person team across 3 regions, $14M operational P&L. Report to the COO. Lean Six Sigma Black Belt + PMP. Most recent work: cost-per-order down 32% ($1.4M annual savings) via 3PL consolidation.

Certifications

Lean Six Sigma Black Belt
ASQ
Aug 2021
PMP (Project Management Professional)
PMI
Apr 2019

Skills

Methodology:Lean / Six SigmaValue-stream mappingKaizen + 5SP&L management
Systems:NetSuite ERPSalesforce Service CloudLooker + Tableau (ops analytics)Smartsheet + Jira

Experience

Senior Operations Manager
Vellum · Austin, TX
Sep 2022Present

Own the GTM-ops function (revenue operations + customer operations + sales operations). 47-person team across US East + West + EMEA. $14M operational P&L. Report to the COO; co-lead the FY24 strategic planning offsite with the CFO + CRO.

  • Reduced operational cost per order by 32% across FY24 ($1.4M annual savings) via third-party logistics consolidation + 3PL contract renegotiation.
  • Held P&L responsibility for the $14M GTM-ops org; closed FY24 at 4% under budget while exceeding the SLA attainment target (96% vs 92% goal).
  • Co-led the FY24 cost-reduction sprint with the CFO; identified $4.2M in operational savings across the broader engineering + GTM org.
  • Owned the 18-person customer-ops rebuild with the VP of CS; reduced average ticket handle-time from 24 minutes to 11.
  • Authored the FY24 operational-SOP library (47 documented procedures); adopted as the training reference across 3 regional offices.
Operations Manager
Bowline · Boston, MA
Mar 2019Aug 2022

Operations Manager on the fulfilment-ops team supporting 18 distribution centres across the US. Promoted from Operations Analyst in 22 months.

  • Cut the order-fulfilment cycle from 14 days to 5 across 18 distribution centres by introducing the standardised pick-pack-ship SOP.
  • Led the Lean transformation across the West-Coast DCs (3 sites, 240 FTEs); implemented 5S + value-stream mapping; OEE rose from 62% to 81% over 9 months.
  • Built the ops-dashboard in Looker covering 18 operational KPIs across 14 DCs; quarterly board review automated from 3 days of prep to 4 hours.
Operations Analyst
Bowline · Boston, MA
May 2017Feb 2019
  • Co-led the Six Sigma Green Belt project on the returns-processing line; DPMO dropped from 12,400 to 3,200 over FY18.
  • Mentored 3 junior Operations Managers during my final 12 months; all 3 promoted to senior Ops within 18 months.

Education

MBA in Operations + Strategy
Massachusetts Institute of Technology, Sloan School of Management · Cambridge, MA
Sep 2015Jun 2017
  • Beta Gamma Sigma. Concentration in operations management + technology strategy.
BS in Industrial Engineering
Purdue University
Sep 2011May 2015
senior

Senior

9 years Ops. $14M P&L, 47-person team across 3 regions. Lean Six Sigma Black Belt. Reports to COO.

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Live preview · Mid-level

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Why this resume works

Mid-level scope clearly defined — 18 DCs, 240 orders/day, ~$280k cost savings via 3PL renegotiation. Lean Six Sigma Green Belt at the top is the recognized mid-level ops credential. OTIF improvement 88% → 94% is the universal fulfilment-ops outcome metric. Career arc: Operations Analyst → Operations Manager in 30 months shows promotion through the function. Georgia Tech Industrial Engineering degree grounds the analytical foundation.

Marcus Reilly

Operations Manager · 18 DCs · 240 orders/day · Lean Six Sigma Green Belt
Atlanta·US·[email protected]·+1 (404) 555-0192·linkedin.com/in/marcusreilly

Profile

Operations Manager with five years across e-commerce + 3PL ops. Currently own the order-fulfilment cycle at Bowline (e-commerce SaaS) — 18 distribution centres, 240 orders/day average volume. Reduced cost per order 22% in FY24 via 3PL renegotiation. Lean Six Sigma Green Belt + PMP-eligible.

Certifications

Lean Six Sigma Green Belt
ASQ·Nov 2022
PMP — exam scheduled Q3 2026
PMI·Aug 2025

Skills

Methodology
Lean / Six SigmaKaizen + 5SVendor managementSLA management
Systems
NetSuite ERPLooker (ops analytics)SmartsheetJira + Confluence

Experience

Operations Manager
Bowline · Atlanta, GA
Apr 2023Present

Own the order-fulfilment cycle across 18 distribution centres (240 orders/day average volume). Report to the Senior Director of Operations; co-own SLA management with the Customer Success team.

  • Reduced cost per order 22% across FY24 ($380k annual savings) via 3PL renegotiation + carrier-mix optimisation.
  • Improved on-time-in-full (OTIF) attainment from 88% to 94% across 18 DCs by standardising the pick-pack-ship SOP.
  • Built the ops-dashboard in Looker covering 14 operational KPIs across all DCs; quarterly board prep cycle automated from 2 days to 4 hours.
  • Co-led the Kaizen blitz on the returns-processing line with the Senior Ops Manager; DPMO dropped from 8,200 to 2,400 over FY24.
Operations Analyst
Bowline · Atlanta, GA
Sep 2020Mar 2023

Operations Analyst on the fulfilment-ops team. Promoted to Operations Manager in 30 months.

  • Authored the team's first standardised vendor-scorecard template; rolled out across 9 3PL providers and adopted as the FY22 contract-renewal evaluation basis.
  • Tracked OTIF + cycle-time metrics weekly across 14 DCs; identified the systemic carrier-routing issue that informed the FY22 carrier-mix rebuild.

Education

BS in Industrial Engineering
Georgia Institute of Technology · Atlanta, GA
Sep 2016May 2020
  • Concentration in operations management + supply-chain analytics.

What hiring managers look for

The specific signals an experienced operations manager hiring panel grades on during the eight-second scan.

  • P&L size + headcount + geographic span in the opener

    '$14M P&L, 47-person team, 3 regions' is the universal Ops Manager scope metric.

  • Operational metric matched to the domain

    Cycle time, OEE, DPMO, SLA attainment, OTIF — match the metric to your operation type.

  • Methodology demonstrated, not just listed

    'Led Lean transformation across 3 DCs; OEE 62% → 81%' beats 'Lean / Six Sigma experience.'

  • Cross-functional partnership at C-suite or VP level

    Senior Ops signal — Co-led with the CFO / CTO / VP CS, not 'partnered with stakeholders.'

  • Lean Six Sigma certification surfaced

    Green Belt for mid, Black Belt for senior. Recognised industry-wide.

  • ERP / ops stack named by exact product

    NetSuite / SAP / Salesforce Service Cloud — hard keyword filter.

How to write a operations manager resume

  1. 1

    Lead with scope: P&L size + headcount + geographic span

    Operations hiring panels grade scope first. The first sentence should name the operation, the size, and the reporting line. 'Senior Operations Manager owning the GTM-ops function at Vellum (Series C SaaS) — 47-person team across 3 regions, $14M operational P&L. Reports to the COO.' is twenty-five words that tells a panel everything.

    For mid-level: 'Operations Manager owning the order-fulfilment cycle at Bowline (e-commerce) — 18 distribution centres, 240 orders/day. Reports to the Director of Operations.'

    Avoid leading with traits. 'Results-driven operations leader' is what every resume opens with.

  2. 2

    Quantify with cycle-time + cost + quality

    Ops Manager work is unusually measurable. The metrics that matter: • Cycle time (order-to-cash, lead-to-cash, time-to-resolution). • OEE for manufacturing-adjacent ops. • DPMO or first-pass yield for quality-focused ops. • SLA attainment percentage for service ops. • Cost reduction (with dollar figures). • Headcount productivity (output per FTE).

    The pattern: [verb] [operation] [cycle-time or cost or quality metric]. Examples: • Cut the order-fulfilment cycle from 14 days to 5 across 18 DCs by introducing the standardised pick-pack-ship SOP. • Reduced operational cost per order by 32% across FY24 ($1.4M annual savings) via the third-party logistics consolidation. • Improved SLA attainment from 87% to 96% across the 14-person customer-ops team by rebuilding the ticket-routing workflow in Zendesk.

  3. 3

    Name the methodology — and the certification

    Ops Manager hiring panels recognise Lean / Six Sigma / Kaizen as the foundational methodology vocabulary. Don't just list them — demonstrate one through specific work.

    Examples: • Led the Lean transformation across the West-Coast DCs (3 sites, 240 FTEs); implemented 5S + value-stream mapping; OEE rose from 62% to 81% over 9 months. • Co-led the Six Sigma Green Belt project on the returns-processing line; DPMO dropped from 12,400 to 3,200 over the FY24 fiscal year. • Ran the Kaizen blitz on the customer-ops escalation workflow; ticket-to-resolution cycle fell from 4.2 days to 1.6.

    Methodology certifications belong in a small dedicated section: Lean Six Sigma Yellow / Green / Black Belt, PMP, PMI-PBA.

  4. 4

    Surface C-suite + VP-level cross-functional partnerships

    Ops Managers are graded heavily on partnership work — with Finance (CFO), Engineering (CTO), Customer Success (VP CS), HR (CPO). Senior Ops Managers regularly partner with C-suite.

    Examples: • Co-led the FY24 cost-reduction sprint with the CFO; identified $4.2M in operational savings (32% of original ops budget reduction target). • Partnered with the VP of Engineering on the platform-migration ops requirements; co-authored the operational SLAs that anchored the engineering team's quarterly OKRs. • Owned the 18-person customer-ops rebuild with the VP of Customer Success; reduced average ticket handle-time from 24 minutes to 11.

  5. 5

    Close with certifications + named programs you've championed

    Bottom-third content for senior Ops: PMP, PMI-PBA, Lean Six Sigma certifications, MBA if applicable. Programs you've championed: process-improvement libraries, ops-dashboard authorship, mentorship of junior Ops Managers, conference speaking (LeanCon, Operations Excellence Summit).

Pro tip

Match the metric to the operation type

OEE for manufacturing-adjacent ops. SLA attainment for customer ops. Cycle time for fulfilment. DPMO for quality. Using the wrong metric for the operation signals overreach.

Pro tip

Lean Six Sigma Black Belt is the senior credential

Green Belt is mid-level. Black Belt is the recognised senior ops credential. If you're senior-level and don't have it, name the equivalent leadership program (Toyota TPS training, GE's operational programs, etc.).

Pro tip

Don't claim P&L ownership without it

P&L responsibility is a hard senior-Ops signal. If you've owned a cost centre or revenue centre P&L, name the size in dollars. If you haven't, don't claim it — interview catches inflated claims immediately.

Pro tip

Process libraries generalise well

Authoring a process library (SOPs, runbooks, decision trees) that's adopted by adjacent teams is a senior Ops signal. Surface it with the adoption breadth.

ATS notes

Operations applications go through Workday or iCIMS at most companies. Parsers handle ops-specific keywords well — Lean / Six Sigma methodologies, ERP systems, operational KPIs.

What this means concretely:

First, name your ops methodology. Lean (Six Sigma Yellow / Green / Black Belt), Theory of Constraints, Kaizen, 5S, value-stream mapping. PMI-PBA for analysis-focused work, PMP for project-management-leaning ops roles.

Second, name the ERP / operations stack. NetSuite, SAP S/4HANA, Oracle Fusion, Workday, Salesforce Service Cloud (for customer ops), Looker / Tableau / Mode for ops analytics.

Third, name the operational KPIs you've actually moved. Cycle time, OEE (Overall Equipment Effectiveness), DPMO (defects per million opportunities), SLA attainment, NPS, CSAT, OTIF (on-time-in-full), inventory turns. Match the metric to your operation.

Fourth, geographic span matters at enterprise. 'Operations Manager across 14 distribution centres in 7 states' vs 'Operations Manager at HQ' is a very different scope.

Fifth, P&L ownership matters at senior level. If you've held cost-centre or revenue-centre P&L, name the size. 'P&L responsibility for the $12M services org' is the senior signal.

Sample bullets you can adapt

Each follows the [verb] [object] [number] structure hiring managers grade against. Copy them as a starting point, swap in your own numbers, and read the annotation to understand why each one works.

  • Cycle

    Cut the order-fulfilment cycle from 14 days to 5 across 18 DCs by introducing the standardised pick-pack-ship SOP.

    Why it works: Specific cycle + before/after + scope + intervention.

  • Cost

    Reduced operational cost per order by 32% across FY24 ($1.4M annual savings) via third-party logistics consolidation.

    Why it works: Percentage + dollar + specific intervention.

  • Lean

    Led the Lean transformation across 3 West-Coast DCs (240 FTEs); OEE rose from 62% to 81% over 9 months.

    Why it works: Methodology + scope + outcome.

  • SLA

    Improved SLA attainment from 87% to 96% across the 14-person customer-ops team by rebuilding the ticket-routing workflow in Zendesk.

    Why it works: Specific tool + outcome metric + scope.

  • Partnership

    Co-led the FY24 cost-reduction sprint with the CFO; identified $4.2M in operational savings (32% of original budget-reduction target).

    Why it works: C-suite partner + dollar impact.

  • Quality

    Co-led the Six Sigma Green Belt project on returns processing; DPMO dropped from 12,400 to 3,200 over FY24.

    Why it works: Specific certification project + recognised quality metric.

  • Service ops

    Owned the 18-person customer-ops rebuild with the VP of CS; reduced average ticket handle-time from 24 minutes to 11.

    Why it works: Headcount + partner + handle-time metric.

  • Process

    Authored the FY24 operational-SOP library (47 documented procedures); adopted as the training reference across 3 regional offices.

    Why it works: Library size + adoption breadth.

  • Kaizen

    Ran the Kaizen blitz on customer-ops escalations; ticket-to-resolution cycle fell from 4.2 days to 1.6.

    Why it works: Methodology + cycle-time outcome.

  • P&L

    Held P&L responsibility for the $12M services org; closed FY24 at 4% under budget while exceeding the SLA attainment target.

    Why it works: P&L size + budget variance + SLA outcome.

  • Mentorship

    Mentored 3 junior Operations Managers through their first independent SOP rebuild; all 3 promoted to senior Ops within 18 months.

    Why it works: Mentee count + verifiable promotion outcome.

  • Dashboards

    Built the ops-dashboard in Looker covering 18 operational KPIs across 14 DCs; quarterly board review automated from 3 days of prep to 4 hours.

    Why it works: Tool + KPI count + cycle-time saved.

Wrong vs Right · bullet rewrites

Same intent, two phrasings. Read why the right column lands on the keep-pile and the wrong column doesn't.

Summary opener

Wrong

Results-driven operations leader with strong process improvement and team management skills.

Right

Senior Operations Manager owning the GTM-ops function at Vellum (Series C SaaS) — 47-person team across 3 regions, $14M operational P&L. Reports to the COO. Lean Six Sigma Black Belt.

Why: Lead with P&L + headcount + reporting line + credentials.

Cycle time

Wrong

Improved operational efficiency through process optimisation initiatives.

Right

Cut the order-fulfilment cycle from 14 days to 5 across 18 distribution centres by introducing the standardised pick-pack-ship SOP.

Why: Specific before/after + scope + intervention.

Methodology

Wrong

Experienced with Lean, Six Sigma, Kaizen, and various continuous improvement methodologies.

Right

Led the Lean transformation across the West-Coast DCs (3 sites, 240 FTEs); implemented 5S + value-stream mapping; OEE rose from 62% to 81% over 9 months.

Why: Demonstrated through specific application, not a methodology checklist.

Cost

Wrong

Reduced operational costs through various efficiency initiatives.

Right

Reduced operational cost per order by 32% across FY24 ($1.4M annual savings) via third-party logistics consolidation.

Why: Percentage + dollar + specific intervention.

Partnership

Wrong

Partnered with leadership and cross-functional stakeholders to deliver business outcomes.

Right

Co-led the FY24 cost-reduction sprint with the CFO; identified $4.2M in operational savings (32% of original ops budget reduction target).

Why: Named partner + dollar impact + percentage outcome.

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Common mistakes (and how to fix them)

Patterns our writers see most often when reviewing operations manager resumes — each one disqualifies candidates faster than weak experience does.

  • Mistake

    Generic 'results-driven' opener.

    Fix

    Lead with P&L + headcount + reporting line + credentials.

  • Mistake

    Vague 'operational efficiency' claims.

    Fix

    Name specific cycle-time, cost, or quality metrics with before/after.

  • Mistake

    Methodology checklist instead of demonstration.

    Fix

    Demonstrate one methodology through specific application.

  • Mistake

    Missing P&L size when relevant.

    Fix

    If you've held P&L, name the dollar size. If you haven't, don't claim it.

  • Mistake

    Generic cross-functional claims.

    Fix

    Name the C-suite or VP-level partner + the dollar/outcome impact.

  • Mistake

    Listing every operational tool.

    Fix

    Name 8-12 tools you've shipped in. ERP + ops-analytics + workflow tools.

  • Mistake

    Two-page resume under 10 years.

    Fix

    One page through 8-10 years. Senior Ops with multi-region scope can justify two pages.

  • Mistake

    Burying Lean Six Sigma certifications.

    Fix

    Black Belt belongs in the headline or top certifications section.

Resume format for Operations Managers

Reverse-chronological for Ops resumes. Header → summary with P&L + headcount + region + credentials → certifications (Lean Six Sigma + PMP + similar) → experience (most recent role first; each role names scope + operations owned + outcomes) → skills (ERP + ops-analytics + methodology) → education.

One page through 8-10 years. Senior Operations Managers running multi-region or multi-BU operations may justify two pages with director-track scope.

Salary & job outlook

Median annual salary

$103,650

Range: $60,150 to $208,000

Projected job growth

+6% from 2023 to 2033 (faster than average)

Action verbs for operations managers

Strong verbs lead strong bullets. Replace generic openers (worked on, helped with, was responsible for) with the specific verb that matches what you actually did.

ownedledco-leddesignedimplementedrolled outautomatedscaledconsolidatednegotiatedstandardisedrebuiltstreamlinedauditedvalidateddiagnosedinvestigatedremediatedfacilitateddocumentedtrainedmentoredpresentedinstrumentedtrackedforecastedmodeledrandeliveredmanaged

Skills hiring managers screen for

ATS pipelines weight your Skills section as a structured list. Include 15-25 of the items below if they match your experience — not soft skills.

Lean Six Sigma Black BeltKaizen + 5SValue-stream mappingTheory of ConstraintsPMP / PMI-PBASAP S/4HANANetSuite ERPWorkday FinancialsSalesforce Service CloudZendesk (service ops)Looker + Tableau (ops analytics)Jira + ConfluenceSmartsheetProcess-SOP library authorshipVendor managementP&L responsibilitySLA managementMulti-region operationsCost-reduction sprintsOrder-to-cash cycle ownership

FAQ

How long should an Ops Manager resume be?+

One page through 8-10 years. Senior Operations Managers running multi-region operations or multi-BU teams can justify two pages.

Do I need Lean Six Sigma certification?+

At mid-level: Green Belt is increasingly expected. At senior level: Black Belt is the recognised credential. For tech / SaaS Ops roles, certification matters less than demonstrated process-improvement track record.

What's the biggest mistake on Ops Manager resumes?+

Vague 'operational efficiency' claims. Every Ops resume claims process improvement. The differentiator is naming the specific metric (cycle time, OEE, SLA, DPMO) with before/after.

Should I claim P&L responsibility?+

Only if you've genuinely held it. Cost-centre P&L (budget ownership) is one thing; revenue-centre P&L (full P&L) is another. Be precise — interview catches inflated claims fast.

How do I transition from Project Manager to Ops Manager?+

Lead with the operational scope you've owned beyond individual projects. PMs who've owned recurring operational SOPs, vendor relationships, or cost-centre budgets are PM-to-Ops candidates.

What if my operations span multiple geographies?+

Surface it prominently — geographic span is a scope dimension hiring panels grade on. 'Operations Manager across 14 DCs in 7 states' or 'Senior Ops Manager covering EMEA + APAC' tells a recruiter the scope immediately.

Should I mention specific vendors I've negotiated with?+

Yes if relevant and contract terms allow. Vendor consolidation work + specific named vendors signals real procurement-adjacent ops work. Don't list vendors you only marginally touched.

Do I need an MBA for senior Ops roles?+

Not required, but the proportion of senior Ops Managers with MBAs is high at large enterprises. If you don't have one, lean on Lean Six Sigma Black Belt + PMP + a track record of multi-team scope as the equivalent credential signal.

What's the difference between Ops Manager and Director of Operations?+

Director of Ops typically owns a function (entire customer ops, entire supply chain, entire revenue operations) and reports to a VP or C-suite. Ops Manager often owns a sub-function or geographic region within a Director's scope. Title trends vary by company size.

How recent does my Ops experience need to be to count?+

Within 10 years for full detail. Methodology (Lean, Six Sigma) transfers across eras; tooling fluency does not. Pre-cloud-ERP work condenses.

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