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Auto mechanic resume examples

Full-length automotive technician resumes across dealership, independent, and EV/hybrid specialties. Each leads with ASE certifications, names diagnostic tooling, and surfaces the efficiency-and-comeback metrics dealerships actually grade on.

ByTomás Albrecht·Senior Resume Writer·Reviewed byDaniel Ortega· Head of Writing·1 example

Auto mechanic hiring grades on three axes: certification (ASE breadth + manufacturer training), efficiency (flat-rate productivity + comeback rate), and diagnostic depth (escalated drivability + electrical concerns resolved). The resumes on this page are written for those axes. Bullets name ASE certifications with years, attach efficiency-and-comeback metrics, surface diagnostic-tool fluency, and demonstrate at least one specialty (EV/hybrid, electrical, A/T transmissions, diesel).

This matters because automotive technician hiring is the most pay-for-performance trade. Most dealerships pay on flat-rate (book hours billed regardless of actual hours worked), so efficiency rate is directly tied to weekly paycheck. Comeback rate is the dealership's most-watched quality metric. The 2026 hiring landscape weights EV/hybrid expertise heavily — ASE L3 + manufacturer EV training command premium rates and are net-new growth in flat-rate hours.

For entry-level candidates (1st-2nd year), the structure mirrors the senior pattern with apprentice-specific signal: ASE Student Certification, current ASE certifications passed (typically G1 + A5 brakes + A6 electrical first), vocational program completed (UTI, WyoTech, Lincoln Tech), manufacturer pre-employment track (Toyota T-TEN, Ford ASSET) if applicable.

For journey-level + Master Tech candidates, the structure widens. The summary names ASE Master + specialty L-series certifications + years of dealership/independent experience. Bullets break out efficiency / comeback / customer metrics. The bottom third reserves space for specialty depth (EV, A/T, diagnostics, diesel) and any leadership/shop foreman work.

The example

Jamal Reginald Thompson

ASE Master + L1 + L3 EV · Toyota T-TEN Master · 132% Flat-Rate Efficiency
Phoenix·US·[email protected]·+1 (602) 555-0381

Summary

Senior automotive technician with 9 years at a Toyota dealership. ASE Master Automobile Technician (A1-A8 current through 2027) + ASE L1 Advanced Engine Performance + ASE L3 Light Duty Hybrid/Electric (2024). Toyota T-TEN Master Technician + Tesla high-voltage safety training. Flat-rate efficiency 132% with comeback rate under 2% across 2024.

Skills

ASE Certifications:ASE Master (A1-A8, current 2027)ASE L1 (Advanced Engine Performance)ASE L3 (Light Duty Hybrid/Electric, 2024)ASE L4 (ADAS, 2024)
Manufacturer + EV:Toyota T-TEN Master Technician (2020)Tesla high-voltage safety (2023)Toyota EV/Hybrid certification trackLexus Master Technician track
Diagnostic Tooling:Snap-On Modis EdgeToyota Techstream + Lexus TechstreamAutel MaxiSys + Pico Scope5-gas analyzer + smoke machine

Experience

Senior Automotive Technician (Diagnostic Tech Rotation)
Camelback Toyota · Phoenix, AZ
Apr 2018Present
  • Flat-rate efficiency 132% across 2024 (billed 2,640 hours on 2,000 paid hours); comeback rate 1.8% (38 jobs out of 2,140 repaired).
  • ASE L1 + 4 years on the diagnostic-tech rotation; resolved 22 escalated drivability concerns in 2024 (3 from comeback queue, 19 from technician escalations); root cause documented in the team's knowledge base.
  • Completed Toyota EV/Hybrid certification track + Tesla high-voltage safety (2023); serviced 38 EV/hybrid vehicles in 2024 (high-voltage battery diagnosis, regen brake, traction motor).
  • Customer-pay repair-order satisfaction 4.8/5 across 2024 (1,200+ surveys from CSI program); 84% of customers requested by name on next service appointment.
  • Mentored 2 apprentice techs through 2nd-to-3rd-year progression; both passed A1 + A5 + A6 + A8 on first attempt and reached 80%+ flat-rate efficiency by month 12.
Automotive Technician (T-TEN Graduate Track)
Camelback Toyota · Phoenix, AZ
Jun 2015Mar 2018
  • Completed UTI Toyota T-TEN program (Houston campus, 18-month diploma); passed A5 + A6 + G1 on graduation; first-year journey-tech flat-rate efficiency reached 95% by month 6.
  • Earned ASE Master Automobile Technician certification (A1-A8) by end of year 2.
  • Replaced 14 high-voltage battery packs on Toyota hybrid vehicles in 2024 (Camry, RAV4, Highlander hybrid); 6-month follow-up showed zero battery-system fault codes across the cohort.

Certifications

ASE Master Automobile Technician (A1-A8)
Automotive Service Excellence (ASE)
Sep 2017
ASE L1 — Advanced Engine Performance Specialist
Automotive Service Excellence (ASE)
Jun 2020
ASE L3 — Light Duty Hybrid/Electric Vehicle
Automotive Service Excellence (ASE)
Apr 2024
Toyota T-TEN Master Technician
Toyota Motor Sales USA
Aug 2020
Tesla High-Voltage Safety Training
Tesla
Sep 2023
Arizona State Vehicle Emissions Inspector
Arizona Department of Environmental Quality
May 2022

Education

Automotive Technology Diploma (18-month)inToyota T-TEN
Universal Technical Institute — Toyota T-TEN·Houston, TX
Sep 2013May 2015
senior

Senior Master Tech

ASE Master + L1 + L3 EV. Toyota T-TEN Master. 132% efficiency, 1.8% comebacks.

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Live preview · Senior Master Tech

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Why this resume works

Summary opens with ASE Master + L1 + L3, manufacturer track, efficiency + comeback metrics. Bullets name diagnostic-tech rotation, EV/hybrid service volume, customer satisfaction + request-by-name. Specific manufacturer training with years. One page tight.

Jamal Reginald Thompson

ASE Master + L1 + L3 EV · Toyota T-TEN Master · 132% Flat-Rate Efficiency
Phoenix·US·[email protected]·+1 (602) 555-0381

Summary

Senior automotive technician with 9 years at a Toyota dealership. ASE Master Automobile Technician (A1-A8 current through 2027) + ASE L1 Advanced Engine Performance + ASE L3 Light Duty Hybrid/Electric (2024). Toyota T-TEN Master Technician + Tesla high-voltage safety training. Flat-rate efficiency 132% with comeback rate under 2% across 2024.

Skills

ASE Certifications:ASE Master (A1-A8, current 2027)ASE L1 (Advanced Engine Performance)ASE L3 (Light Duty Hybrid/Electric, 2024)ASE L4 (ADAS, 2024)
Manufacturer + EV:Toyota T-TEN Master Technician (2020)Tesla high-voltage safety (2023)Toyota EV/Hybrid certification trackLexus Master Technician track
Diagnostic Tooling:Snap-On Modis EdgeToyota Techstream + Lexus TechstreamAutel MaxiSys + Pico Scope5-gas analyzer + smoke machine

Experience

Senior Automotive Technician (Diagnostic Tech Rotation)
Camelback Toyota · Phoenix, AZ
Apr 2018Present
  • Flat-rate efficiency 132% across 2024 (billed 2,640 hours on 2,000 paid hours); comeback rate 1.8% (38 jobs out of 2,140 repaired).
  • ASE L1 + 4 years on the diagnostic-tech rotation; resolved 22 escalated drivability concerns in 2024 (3 from comeback queue, 19 from technician escalations); root cause documented in the team's knowledge base.
  • Completed Toyota EV/Hybrid certification track + Tesla high-voltage safety (2023); serviced 38 EV/hybrid vehicles in 2024 (high-voltage battery diagnosis, regen brake, traction motor).
  • Customer-pay repair-order satisfaction 4.8/5 across 2024 (1,200+ surveys from CSI program); 84% of customers requested by name on next service appointment.
  • Mentored 2 apprentice techs through 2nd-to-3rd-year progression; both passed A1 + A5 + A6 + A8 on first attempt and reached 80%+ flat-rate efficiency by month 12.
Automotive Technician (T-TEN Graduate Track)
Camelback Toyota · Phoenix, AZ
Jun 2015Mar 2018
  • Completed UTI Toyota T-TEN program (Houston campus, 18-month diploma); passed A5 + A6 + G1 on graduation; first-year journey-tech flat-rate efficiency reached 95% by month 6.
  • Earned ASE Master Automobile Technician certification (A1-A8) by end of year 2.
  • Replaced 14 high-voltage battery packs on Toyota hybrid vehicles in 2024 (Camry, RAV4, Highlander hybrid); 6-month follow-up showed zero battery-system fault codes across the cohort.

Certifications

ASE Master Automobile Technician (A1-A8)
Automotive Service Excellence (ASE)
Sep 2017
ASE L1 — Advanced Engine Performance Specialist
Automotive Service Excellence (ASE)
Jun 2020
ASE L3 — Light Duty Hybrid/Electric Vehicle
Automotive Service Excellence (ASE)
Apr 2024
Toyota T-TEN Master Technician
Toyota Motor Sales USA
Aug 2020
Tesla High-Voltage Safety Training
Tesla
Sep 2023
Arizona State Vehicle Emissions Inspector
Arizona Department of Environmental Quality
May 2022

Education

Automotive Technology Diploma (18-month)inToyota T-TEN
Universal Technical Institute — Toyota T-TEN·Houston, TX
Sep 2013May 2015

What hiring managers look for

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

  • ASE certifications named with the year

    ASE A1-A9 + Master Tech is the gating credential. List each with the year — ASEs expire.

  • Manufacturer training (if dealership-focused)

    Toyota T-TEN, Ford ASSET, GM ASEP, Honda PACT — manufacturer-specific training is the dealership credential.

  • Efficiency / productivity rate

    Flat-rate efficiency % (hours billed vs hours worked). 110%+ is strong; 130%+ is elite.

  • Comeback rate

    % of repairs returning within warranty window. Sub-3% is strong; sub-1% is elite.

  • EV / hybrid specialty surfaced

    ASE L3 (Light Duty Hybrid/Electric), manufacturer EV training. EV is the 2026 growth segment.

  • Diagnostic tooling named

    Snap-On Modis, Autel MaxiSys, OEM scan tools. Diagnostic depth is senior-tech signal.

How to write a auto mechanic resume

  1. 1

    Open with ASE certifications + years of experience

    ASE Master + L1: 'ASE Master Automobile Technician + ASE L1 (current through 2027); 9 years at Toyota dealership.' L3 EV specialist: 'ASE L3 + Toyota T-TEN Master + Tesla high-voltage; 6 years; EV/hybrid focus.' Apprentice: 'UTI graduate (2024); ASE Student Certification + A5 + A6 + G1 passed; Toyota T-TEN year-3 capstone in progress.'

    ASE + manufacturer track + tenure is the first scan.

  2. 2

    Quantify efficiency + comeback rate

    Flat-rate efficiency % (book hours billed / actual hours worked). Comeback rate (jobs returning within warranty / total jobs). Both metrics over a sustained 12-month window. Some shops also track 'CP per RO' (customer-pay per repair order) and 'CSI' (customer satisfaction index) — surface those if you have them.

  3. 3

    Name diagnostic tooling and depth

    Snap-On Modis Edge, Autel MaxiSys, OEM scan tool (Toyota Techstream, Ford IDS, GM GDS2). Diagnostic-tech work means using a scope, gas analyzer, and the OEM-specific procedures. Name the tools — they parse as separate tokens.

  4. 4

    Surface EV / hybrid specialty

    ASE L3 + manufacturer EV training is the growth credential. Name the specific manufacturer (Toyota Prius/RAV4 hybrid, Tesla, Rivian, Ford F-150 Lightning, GM Ultium). Service volume on EV/hybrid vehicles is a credible metric.

  5. 5

    Close with customer / supervisory / training

    Customer CSI, request-by-name, shop-foreman or lead-tech progression, training delivered to junior techs. Auto-tech career growth is often into foreman / service-advisor / shop-manager — surface progression signal.

Pro tip

ASE Master Tech is the gold standard

ASE Master Automobile Technician = A1-A8 (engine, A/T, manual driveline, suspension/steering, brakes, electrical, HVAC, engine performance). Surface it in the summary if you have it.

Pro tip

L1 advanced engine performance is the senior-diagnostics signal

ASE L1 (Advanced Engine Performance Specialist) is the diagnostic-track top-tier cert. L1 + Master Tech is the elite combo.

Pro tip

Efficiency rate over comeback rate over both

Both metrics matter, but a high efficiency rate (140%) with high comeback rate (8%) is worse than 110% efficiency with 1% comebacks. Surface both — and let them tell the same story.

Pro tip

EV / hybrid is the growth specialty

ASE L3 + manufacturer EV training (Tesla, Rivian, Lucid, Ford F-150 Lightning, GM Ultium) command premium rates. EV-focused shops are growing 20%+ year-over-year.

ATS notes

Auto mechanic ATS pipelines screen for ASE + manufacturer + diagnostic tokens. ASE: A1 (Engine), A2 (Automatic Transmission), A3 (Manual Driveline), A4 (Suspension/Steering), A5 (Brakes), A6 (Electrical), A7 (HVAC), A8 (Engine Performance), A9 (Light Vehicle Diesel), L1 (Advanced Engine Performance), L2 (Advanced Diesel), L3 (Light Duty Hybrid/Electric), L4 (ADAS), C1 (Service Consultant), X1 (Exhaust Systems). Manufacturer training: Toyota T-TEN, Ford ASSET, GM ASEP, Honda PACT, MB-MTAP, BMW STEP, Audi UATP, Mopar CAP, Mazda MAST, Nissan NTEC, Hyundai/Kia, Subaru USX. EV training: Tesla, Rivian, Lucid, Ford F-150 Lightning, GM Ultium. Diagnostic tooling: Snap-On Modis Edge, Autel MaxiSys, Launch X431, OEM scan tools (Toyota Techstream, Ford IDS, GM GDS2, Honda HDS).

Name the tokens precisely. Auto-tech JDs explicitly screen for ASE + manufacturer credentials.

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.

  • Efficiency

    Flat-rate efficiency 132% across 2024 (billed 2,640 hours on 2,000 paid hours); comeback rate 1.8% (38 jobs out of 2,140 repaired).

    Why it works: Efficiency calculation, absolute hour counts, comeback rate, absolute job counts.

  • ASE

    ASE Master Automobile Technician (A1-A8 current through 2027) + ASE L1 Advanced Engine Performance + ASE L3 Light Duty Hybrid/Electric (2024).

    Why it works: Master + L1 + L3 listed with currency window. Top-tier ASE combo.

  • Diagnostics

    ASE L1 + 4 years on the diagnostic-tech rotation; resolved 22 escalated drivability concerns in 2024 (3 from comeback queue, 19 from technician escalations); root cause documented in the team's knowledge base.

    Why it works: L1 credential, rotation tenure, escalation breakdown, documentation discipline.

  • EV / hybrid

    Completed Toyota T-TEN Master Technician track + Tesla high-voltage safety training (2023); serviced 38 EV/hybrid vehicles in 2024 (high-voltage battery diagnosis, regen brake, traction motor).

    Why it works: Manufacturer + Tesla cert, service volume, three EV-system categories.

  • Customer

    Customer-pay repair-order satisfaction 4.8/5 across 2024 (1,200+ surveys from dealership CSI program); 84% of customers requested by name on next service appointment.

    Why it works: Survey score, sample size, source (CSI), request-by-name metric.

  • Hybrid

    Replaced 14 high-voltage battery packs on Toyota hybrid vehicles in 2024 (Camry, RAV4, Highlander hybrid); follow-up at 6 months showed zero battery-system fault codes across the cohort.

    Why it works: Repair count by model, longitudinal follow-up outcome.

  • Diagnostics

    Diagnosed and repaired an intermittent CAN-bus communication fault on a 2019 Land Cruiser that 2 prior techs had returned to the customer; root cause was a corroded body-control-module ground; documented in the diagnostic knowledge base.

    Why it works: Specific symptom, specific vehicle, escalation history, root-cause specificity, documentation outcome.

  • Mentorship

    Mentored 2 apprentice techs through 2nd-to-3rd-year progression; both passed A1 + A5 + A6 + A8 on first attempt and reached 80%+ flat-rate efficiency by month 12 of their journey-tech promotion.

    Why it works: Apprentice progression, ASE first-attempt passes, efficiency outcome.

  • Supervisory

    Service-tech foreman for a 4-stall section of the dealership; coordinated 6 techs' work mix on a daily basis; team flat-rate efficiency stayed above 110% across all 4 quarters of 2024.

    Why it works: Foreman scope, team size, team efficiency outcome over a sustained window.

  • Tooling

    Diagnostic tooling: Snap-On Modis Edge + Autel MaxiSys + Toyota Techstream + Pico Scope + 5-gas analyzer; trained on OEM-specific procedures for Toyota + Lexus + Tesla.

    Why it works: Names specific diagnostic tools and OEM-specific procedure training.

  • Apprentice

    Completed UTI Toyota T-TEN program (Houston campus, 18-month diploma); passed A5 + A6 + G1 on graduation; first-year journey-tech flat-rate efficiency reached 95% by month 6.

    Why it works: For an entry candidate, vocational program + ASE first-attempt passes + efficiency ramp is credible.

  • Professional standards

    Maintained the dealership's tools-and-equipment audit (annual inventory of $48k+ in personal scan tools + scopes + specialty tools per ASE / manufacturer standards); zero audit-discrepancy findings across 5 years.

    Why it works: Tool inventory scope + dollar value + zero-discrepancy outcome over a sustained window.

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

Auto mechanic with experience in vehicle repair and maintenance.

Right

ASE Master Automobile Technician (A1-A8 current through 2027) + ASE L1 Advanced Engine Performance; 7 years dealership + 2 years independent. Toyota T-TEN certified through Master Technician level; flat-rate efficiency 132% with comeback rate under 2% across 2024.

Why: Right version names ASE Master + L1 with currency, the years split between dealership + independent, the manufacturer track, and two efficiency-and-quality metrics.

Efficiency

Wrong

Strong productivity and customer service skills.

Right

Flat-rate efficiency 132% across 2024 (billed 2,640 hours on 2,000 paid hours); comeback rate 1.8% (38 jobs out of 2,140 repaired) across the same period.

Why: Right version names the efficiency calculation, the absolute hour counts, the comeback rate, and the absolute job counts.

Diagnostic depth

Wrong

Skilled at diagnosing complex vehicle problems.

Right

ASE L1 + 4 years on the diagnostic-tech rotation; resolved 22 escalated drivability concerns in 2024 (3 from comeback queue, 19 from technician escalations); root cause documented + shared in the team's diagnostic knowledge base.

Why: Right version names the L1 credential, rotation tenure, escalation count, source breakdown, and the documentation discipline.

EV specialty

Wrong

Some experience with hybrid and electric vehicles.

Right

ASE L3 Light Duty Hybrid/Electric (2024); completed Toyota EV/Hybrid certification track + Tesla high-voltage safety training (2023); serviced 38 EV/hybrid vehicles in 2024 (high-voltage battery diagnosis, regen brake system, traction motor).

Why: Right version names ASE L3, two manufacturer certifications, service volume, and three specific EV-system categories.

Customer outcomes

Wrong

Strong customer satisfaction across all repairs.

Right

Customer-pay repair-order satisfaction 4.8/5 across 2024 (1,200+ surveys from the dealership CSI program); 84% of customers requested by name on next service appointment.

Why: Right version names the survey score, sample size + source (CSI program), and the request-by-name metric.

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Start from the senior master tech example

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Common mistakes (and how to fix them)

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

  • Mistake

    Listing ASE certifications without years.

    Fix

    ASEs expire every 5 years. List each with the year issued (or current through year).

  • Mistake

    Claiming 'Master Tech' without all 8 A-series certifications.

    Fix

    ASE Master Automobile Technician requires A1-A8. If you have 6 of 8, list each by name — don't claim Master.

  • Mistake

    Generic efficiency claims.

    Fix

    Surface flat-rate efficiency % + comeback rate with absolute hour counts. Both are measurable.

  • Mistake

    Not mentioning EV / hybrid training.

    Fix

    EV/hybrid is the 2026 growth segment. Even baseline hybrid training surfaces — surface it.

  • Mistake

    Listing every vehicle make you've worked on.

    Fix

    Lead with manufacturer-trained brands (Toyota, Ford, GM, etc.). Generic 'all makes' reads as unfocused.

  • Mistake

    Hiding manufacturer training program standing.

    Fix

    Toyota T-TEN, Ford ASSET, GM ASEP, Honda PACT — surface program standing prominently.

  • Mistake

    Two-page resume below shop-foreman level.

    Fix

    One page until shop-foreman / service-advisor / shop-manager work justifies more.

  • Mistake

    Listing every tool you own.

    Fix

    Hiring foremen assume a journey tech owns the standard tool kit (~$40k+). Focus on specialty diagnostic tools and credentials.

Resume format for Auto Mechanics

Reverse-chronological. Header → ASE level + manufacturer track + efficiency summary → experience → certifications (ASE + manufacturer + EV, with years) → education (vocational program). One page until shop-foreman / service-advisor / shop-manager work justifies two pages.

Salary & job outlook

Median annual salary

$49,670

Range: $30,710 to $80,170

Projected job growth

+2% from 2023 to 2033 (slower than average for traditional ICE; significantly higher for EV/hybrid specialty)

Action verbs for auto mechanics

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.

diagnosedrepairedreplacedrebuiltservicedscanned (OBD)scopedtested (5-gas)aligned (4-wheel)balancedflushed (brake / coolant)programmed (key / module)calibrated (ADAS)torqued (to-spec)PDI'd (pre-delivery inspection)mentoredforeman'dtrainedbilled (flat-rate)inspected (state)

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.

ASE A1-A8 (Master Automobile Technician)ASE A9 (Light Vehicle Diesel)ASE L1 (Advanced Engine Performance)ASE L2 (Advanced Diesel)ASE L3 (Light Duty Hybrid/Electric)ASE L4 (ADAS)Toyota T-TEN (Master)Ford ASSETGM ASEPHonda PACTMB-MTAPBMW STEPTesla high-voltage safetySnap-On Modis EdgeAutel MaxiSysOEM scan tools (Toyota Techstream, Ford IDS, GM GDS2, Honda HDS)Pico Scope5-gas analyzerADAS calibration (target board + scan tool)EV high-voltage battery diagnosisHybrid traction motor + regen brakeOBD-II + CAN-bus diagnosticsState inspection license (if applicable)Customer-pay invoice writingService-advisor coordination

FAQ

How important is ASE Master Tech certification?+

Load-bearing for dealership and senior-tech roles. ASE Master Automobile Technician (A1-A8) is the universally recognized gold standard. Add L1 for diagnostic-track work, L3 for EV/hybrid.

Should I list expired ASE certs?+

No. ASEs expire every 5 years. Listing expired certs invites verification problems. List only current certs with the year issued (or current-through date).

How do I handle manufacturer training that's tied to my prior employer?+

Manufacturer certifications follow the technician, not the employer. Toyota T-TEN Master Tech remains valid when you change shops. Surface it with the year completed.

Should I include flat-rate efficiency on a non-dealership resume?+

Yes — most independent shops also use flat-rate or some efficiency-based pay structure. Efficiency rate is a universal automotive-tech KPI.

How important is EV / hybrid training in 2026?+

Increasingly load-bearing. EV/hybrid sales are 14%+ of US new-vehicle market and growing. ASE L3 + manufacturer EV training command premium rates and are net-new flat-rate hours.

What if I work on a single manufacturer (e.g., Toyota only)?+

Lean into the depth. 'Toyota-only career — 9 years across 2 dealerships, Master T-TEN track' is more credible than a thin all-makes claim.

Should I list state inspection license?+

Yes if you have one. State inspection licenses are state-specific and parse as separate tokens. Texas, Pennsylvania, New York, Virginia, and others require them.

Do I list my personal tool inventory?+

Generally no. A specific high-value tool ($8,000 scan tool, $4,000 oscilloscope) can surface as a senior-tech signal, but a tool inventory list reads as filler.

How do I transition from independent shop to dealership (or vice versa)?+

Surface the relevant signal. Going to dealership: emphasize manufacturer training + ASE breadth + CSI. Going to independent: emphasize all-makes versatility + customer relationships + efficiency.

How important are customer satisfaction metrics?+

Increasingly important at dealerships — CSI directly affects the dealership's manufacturer ranking. CSI 4.5+/5 with 1,000+ surveys is strong; 4.8+ is elite.

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