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QA Engineer Jobs in Austin, TX — Salary, Employers & Outlook (2026)

Find QA Engineer jobs in Austin, TX. Median salary: $100,873/year. Top employers include Dell, Tesla, Apple. Complete guide with salary data, cost of living analysis, and career outlook.

Quick Answer: QA Engineer jobs in Austin, TX pay a median salary of $100,873 per year ($48/hour), which is 1.3% above the national median of $99,620. After adjusting for Austin's cost of living (index: 103.2), the real purchasing power is $97,745/year. The Austin metro area has approximately 3,532 open positions. Top employers include Dell, Tesla, Apple, Oracle. The estimated take-home pay after federal, state, and FICA taxes is $66,425/year ($5,535/month). The BLS projects 20.4% job growth through 2032.

QA Engineer Salary in Austin, TX (2026)

The median QA Engineer salary in Austin is $100,873 per year, based on Bureau of Labor Statistics occupational employment data adjusted for the local market. This is 1.3% above the national median of $99,620, reflecting the balanced job market and moderate cost of living in Austin.

Salary varies significantly based on experience, employer, industry, and specialization. Entry-level QA Engineers in Austin can expect to start around $56,942, while top earners — typically those with 10+ years of experience and specialized expertise — earn upward of $156,087. The middle 50% of QA Engineers in the metro area earn between $78,908 and $128,480.

PercentileAustin SalaryNational SalaryDifferenceHourly Rate
Entry Level (10th)$56,942$56,2001.3%$27/hr
25th Percentile$78,908$77,9101.3%$38/hr
Median (50th)$100,873$99,6201.3%$48/hr
75th Percentile$128,480$127,5101.3%$62/hr
Senior Level (90th)$156,087$155,4000.4%$75/hr

How this compares: Among the top 50 metro areas, Austin ranks in the middle of the pack, offering a solid balance of salary and affordability. For a full national comparison, see our QA Engineer salary guide.

QA Engineer Pay Breakdown in Austin

Understanding how your QA Engineer salary breaks down across different pay periods is essential for budgeting, comparing job offers, and evaluating contract vs. full-time opportunities. Here is the complete breakdown based on the Austin median of $100,873:

Pay PeriodGross AmountAfter Tax (est.)Notes
Annual$100,873$66,425Base salary before/after estimated taxes
Monthly$8,406$5,535Gross and net monthly income
Bi-Weekly$3,880$2,55526 pay periods per year
Weekly$1,940$1,277Based on 52 weeks
Daily$388$255Based on 260 working days
Hourly$48$32Based on 2,080 hours/year

Total compensation typically exceeds base salary by 20-35%. Many QA Engineer positions in Austin include benefits packages worth an additional $25,218-$35,306 annually, including health insurance, retirement contributions, equity/stock options, and signing bonuses. For salary negotiation strategies, see our salary negotiation guide.

Taxes & Take-Home Pay in Austin, TX

Your actual take-home pay as a QA Engineer in Austin depends on federal income tax, Texas state income tax (4.5%), and FICA taxes (Social Security + Medicare at 7.65%). Here is the estimated breakdown for the median salary of $100,873:

Tax CategoryEstimated RateAnnual Amount
Federal Income Tax~22% effective-$22,192
Texas State Tax4.5%-$4,539
FICA (SS + Medicare)7.65%-$7,717
Total Tax Burden~34.1%-$34,448
Estimated Take-Home$66,425/year
Monthly Take-Home$5,535/month

The combined tax burden in Texas is moderate compared to coastal states. These are estimates — consult a tax professional for your specific situation. Deductions for 401(k) contributions, health insurance premiums, and HSA contributions will reduce your taxable income.

Cost of Living Analysis: Austin

Austin has a cost of living index of 103.2 (national average = 100). This means everyday expenses — housing, groceries, transportation, healthcare, utilities — cost 3% more than the national average. For QA Engineers evaluating offers, the cost-of-living-adjusted salary (purchasing power) matters more than the nominal figure.

MetricAustinNational AverageDifference
Cost of Living Index103.2100.0+3.2
Median Household Income$78,965$74,5805.9%
Nominal QA Engineer Salary$100,873$99,6201.3%
Real Purchasing Power$97,745$99,620-1.9%
Unemployment Rate3.1%3.7%-0.6pp
Metro Population2.3M

With a cost of living near the national average, Austin offers a balanced combination of competitive QA Engineer salaries and reasonable living costs, making it attractive for both early-career and experienced professionals.

For a detailed comparison of how your salary stacks up in different cities, see the city comparison table below or our complete QA Engineer salary by state guide.

Top Employers Hiring QA Engineers in Austin

The Austin metro area (population: 2.3 million) is home to major employers actively recruiting QA Engineers. The local economy is anchored by Technology, Government, Healthcare, Education, Entertainment, creating diverse opportunities across sectors. Here are the leading employers and their typical compensation ranges:

EmployerIndustryEst. Salary RangeBenefits Rating
DellTechnology$85,742-$108,943★★★★★
TeslaGovernment$89,777-$112,978★★★★☆
AppleHealthcare$93,812-$117,013★★★★★
OracleEducation$97,847-$121,048★★★★☆
IBMEntertainment$101,882-$125,083★★★☆☆
IndeedTechnology$105,917-$129,117★★★★☆
SamsungGovernment$109,952-$133,152★★★★☆

Beyond these major employers, Austin has a growing ecosystem of hundreds of mid-size companies and a growing startup scene hiring QA Engineers. Austin is a mid-major market with strong employer diversity, especially in Technology and Government.

To find current openings, search for QA Engineer jobs in Austin or browse our jobs in Texas page for broader state-level opportunities.

Austin Industry Analysis for QA Engineers

Austin's economy is driven by five major sectors: Technology, Government, Healthcare, Education, Entertainment. Each industry offers different compensation levels, work cultures, and growth trajectories for QA Engineers:

IndustryEst. QA Engineer SalaryGrowth OutlookWork Style
Technology$112,978StrongHybrid/Remote
Government$105,917GrowingHybrid
Healthcare$98,856StableMostly Onsite
Education$100,873GrowingVaries
Entertainment$95,829ModerateVaries

Technology is the dominant sector in Austin, employing the largest share of QA Engineers and typically offering the most competitive compensation packages. Tech companies in particular tend to offer equity compensation, flexible work arrangements, and comprehensive benefits that can add 30-50% to base salary.

QA Engineer Salary by Experience Level in Austin

Experience is the single largest factor in QA Engineer compensation. Here is how salaries typically progress in the Austin market, from entry-level through executive positions:

LevelYearsSalary RangeTotal Comp (est.)Key Milestones
Intern/Entry0-1$62,541-$72,629$68,594Learning fundamentals, mentored work
Junior1-3$75,655-$88,768$85,742Independent contributor, building expertise
Mid-Level3-6$92,803-$110,960$108,943Leading projects, mentoring juniors
Senior6-10$116,004-$136,179$136,179Technical leadership, strategic decisions
Lead/Staff10-15$136,179-$156,353$161,397Cross-team influence, architecture
Director12-18$151,310-$186,615$201,746Department management, strategy
VP/Executive15+$181,571-$252,183$282,444P&L responsibility, C-suite path

The jump from mid-level to senior typically brings the largest percentage salary increase (25-35%). Transitioning into management accelerates earnings further, though individual contributor tracks at large employers in Austin can also reach senior-level compensation. For more on career progression and salary negotiation at each level, see our negotiation guide with scripts for every level.

In-Demand Skills for QA Engineers in Austin

Employers in Austin look for QA Engineers with a combination of technical expertise, soft skills, and increasingly, data literacy. Based on analysis of current job postings in the Austin area, here are the most sought-after skills:

Technical Skills (Hard Skills)

SkillDemand LevelSalary Premium
Python / JavaScriptVery High+8-12%
Cloud Platforms (AWS/Azure/GCP)Very High+10-15%
SQL & Data AnalysisHigh+5-10%
CI/CD & DevOps ToolsHigh+8-12%
AI/Machine LearningGrowing+15-25%
Containerization (Docker/K8s)High+8-12%
Agile/Scrum MethodologyStandard+3-5%

Soft Skills

  • Communication — Clear verbal and written communication; ability to present to stakeholders and collaborate across teams
  • Problem-Solving — Analytical thinking, root cause analysis, and creative solutions under pressure
  • Leadership — Even non-management roles require influence, mentoring, and initiative
  • Adaptability — Comfort with change, new technologies, and evolving business priorities
  • Collaboration — Cross-functional teamwork, especially in tight-knit teams
  • Time Management — Prioritization and deadline management across multiple projects
  • Emotional Intelligence — Self-awareness, empathy, and conflict resolution

Investing in high-demand skills can boost your QA Engineer salary by 10-25% in the Austin market. For guidance on building these skills, see our career development guide.

Remote, Hybrid, and Onsite Work in Austin

The work arrangement landscape for QA Engineers in Austin has evolved significantly. Based on current job postings and industry surveys, here is the breakdown:

Work Arrangement% of QA Engineer JobsSalary ImpactTrend
Fully Remote35%Sometimes 5-10% lower↑ Increasing
Hybrid (2-3 days office)40%Standard market rate↑ Most common
Fully Onsite25%Sometimes 5-10% premium↓ Decreasing

Remote work is well-established for QA Engineers in Austin. Many employers offer fully remote or hybrid arrangements, which is especially beneficial given the flexibility to optimize your work-life balance.

Job Market Outlook for QA Engineers in Austin

The Bureau of Labor Statistics projects 20.4% growth in QA Engineer employment nationally through 2032. This is significantly faster than the 3-5% average for all occupations, signaling exceptional demand and strong job security.

With 195,600 total positions nationally, QA Engineer remains a substantial occupation with strong demand across multiple sectors.

Austin-Specific Outlook

The Austin metro area, with a population of 2.3 million, is a major regional employment hub with a healthy mix of large employers and growing companies. Key local factors:

  • Industry concentration: Technology and Government drive the majority of QA Engineer demand in Austin
  • Unemployment rate: 3.1% — below the national average, indicating a tight labor market where qualified candidates have leverage
  • Talent pipeline: Local colleges and training programs provide a moderate talent pipeline, with many employers also recruiting nationally
  • Economic trajectory: Austin's economy has been outperforming many peers, with strong job creation and business investment

For state-level insights, see our complete guide to jobs in Texas.

Best Time to Apply: QA Engineer Hiring Patterns in Austin

Hiring for QA Engineer positions in Austin follows seasonal patterns. Understanding these cycles gives you a competitive advantage:

  • Peak hiring season: January-March and September-October — this is when new budgets are approved and most positions open
  • Secondary peak: September-October — companies push to fill roles before year-end
  • Slowest period: Late November through December — hiring slows during holidays, but less competition means submitted applications get more attention
  • Best time to negotiate: End of quarter (March, June, September, December) when managers need to fill headcount

Pro tip: Start your job search 4-6 weeks before peak hiring season. Update your resume, build your network, and have applications ready to submit when postings surge. For interview preparation, see our interview questions guide and behavioral interview strategies.

Education & Requirements for QA Engineers

Most QA Engineer positions in Austin require a minimum of a Bachelor's degree. However, requirements vary by employer, seniority level, and industry. Here is the full breakdown:

Career StageTypical EducationAlternative PathwaysSalary Impact
Entry LevelBachelor's degreeCoding bootcamp + portfolio, associate degree + certificationsBaseline
Mid-LevelBachelor's degree + 3-5 yearsIndustry certifications + demonstrated results+20-40%
SeniorBachelors or Masters + 7+ yearsTrack record of results, leadership experience+50-80%
ManagementMasters/MBA preferredPromoted from within, proven leadership+80-120%

While a bachelor's degree remains the standard requirement, an increasing number of employers in Austin are adopting skills-based hiring — evaluating candidates on demonstrated abilities rather than credentials alone. Bootcamp graduates, self-taught professionals with strong portfolios, and career changers with transferable skills can all compete effectively.

Certifications That Boost QA Engineer Salary

Professional certifications can increase your QA Engineer salary by 10-25% and make you significantly more competitive in Austin's job market. Here are the most valuable certifications ranked by salary impact:

CertificationSalary PremiumCostTime to Earn
AWS Solutions Architect+12-18%$3002-4 months
PMP (Project Management)+10-15%$5553-6 months
Google Cloud Professional+10-15%$2002-4 months
Certified Scrum Master+8-12%$500-1,0002-3 days + prep
CompTIA Security++8-12%$3922-3 months

The return on investment for most certifications is exceptional — a $300-$1,000 investment that yields $10,087-$20,175 in additional annual income. Most Austin employers also offer tuition reimbursement or certification stipends.

How to Get Hired as a QA Engineer in Austin

Follow this step-by-step process to land a QA Engineer position in Austin's competitive job market:

  1. Research the market — Use the salary data above ($56,942-$156,087) and identify target employers from our top employers list. Understand which industries in Austin pay the most for QA Engineers.
  2. Optimize your resume — Tailor it for Austin employers by highlighting relevant technology experience and quantifiable achievements. Include keywords from job postings. See our resume optimization guide.
  3. Build your online presence — Update LinkedIn with Austin-area preferences. Maintain an active GitHub profile and personal portfolio.
  4. Network strategically — Attend Austin industry events, join local professional organizations (see networking section), and reach out to connections at target companies.
  5. Apply during peak season — Focus applications during January-March and September-October when most positions open. Apply within 48 hours of postings for best results.
  6. Prepare for interviews — Practice common interview questions and behavioral questions specific to the technology industry.
  7. Negotiate your offer — Armed with the Austin-specific salary data on this page, confidently negotiate. The median is $100,873, so aim for $105,917-$116,004 based on your experience. See our salary negotiation scripts.

Benefits & Perks for QA Engineers in Austin

Beyond base salary, QA Engineer positions in Austin typically include comprehensive benefits packages. Here is what to expect from competitive employers:

BenefitTypical ValuePrevalence
Health Insurance (Medical/Dental/Vision)$8,070-$12,105/year95%+ of employers
401(k) / Retirement Match3-6% match ($4,035/year)85% of employers
Paid Time Off (PTO)15-25 days/year95%+ of employers
Equity / Stock Options10-25% of base salary60% of employers
Professional Development$1,500-$5,000/year70% of employers
Flexible/Remote WorkLifestyle value75% offer flexibility

When evaluating offers, calculate total compensation rather than just base salary. A Austin QA Engineer earning $100,873 base typically receives $126,091-$136,179 in total compensation when you include benefits, bonuses, and retirement contributions.

Salary Negotiation Tips for Austin QA Engineers

Data-driven negotiation can increase your QA Engineer salary by 10-20% in Austin. Here are strategies specific to this market:

  1. Know your range: The Austin QA Engineer range is $56,942-$156,087. Position yourself based on experience: entry ($56,942-$78,908), mid ($78,908-$128,480), senior ($128,480-$156,087+).
  2. Reference local data: Cite Austin-specific salary data (like this page) rather than national averages. Local data is more credible and often higher.
  3. Factor in Texas taxes: At 4.5% state tax, understand your actual take-home when comparing to offers in no-tax states like Texas or Florida.
  4. Negotiate total comp: If base salary is firm, negotiate signing bonus, equity, PTO, remote work days, professional development budget, or faster review cycles.
  5. Use competing offers: Even in a smaller market, mentioning interest from other employers creates urgency.

For detailed scripts and templates, see our comprehensive salary negotiation guide.

QA Engineer Career Path in Austin

Understanding the typical career trajectory helps you plan long-term. Here is the progression path for QA Engineers in the Austin market:

Career StageTimelineAustin SalaryNext Steps
1. Entry Level QA EngineerYears 0-2$72,629Build skills, earn certifications
2. Mid-Level QA EngineerYears 2-5$100,873Specialize, lead projects
3. Senior QA EngineerYears 5-10$131,135Choose IC or management track
4a. IC Track: Principal/StaffYears 10+$156,353Technical leadership, architecture
4b. Mgmt Track: DirectorYears 10+$176,528Team building, strategy
5. Executive (VP/C-Suite)Years 15+$221,921+Organization leadership

While Austin may have fewer employer options than the largest metros, strong performers advance quickly because the talent pool is smaller. Building a strong local reputation is key.

A Day in the Life: QA Engineer in Austin

What does a typical workday look like for a QA Engineer in Austin? While every role is different, here is a representative day:

  • 8:00-9:00 AM — Arrive at office or log in remotely. Check emails, Slack messages, and prioritize tasks for the day. Review overnight code changes or deployments.
  • 9:00-10:00 AM — Team standup meeting. Discuss blockers, share progress, align on sprint goals.
  • 10:00-12:00 PM — Deep work block. Coding, system design, code reviews, or technical documentation. This is typically the most productive period.
  • 12:00-1:00 PM — Lunch. Austin offers diverse dining options — many professionals use this for informal networking or learning.
  • 1:00-3:00 PM — Collaborative work. Pair programming, architecture discussions, cross-team meetings, or stakeholder presentations.
  • 3:00-5:00 PM — Continue development work, respond to PR reviews, handle operational issues, plan next day's priorities.
  • 5:00+ PM — Wrap up. Most Austin tech employers respect work-life balance, though on-call rotations and deadlines may occasionally extend hours.

Best Neighborhoods for QA Engineers in Austin

Where you live in the Austin metro area significantly impacts your commute, lifestyle, and housing costs. Here are the top neighborhoods and suburbs for QA Engineer professionals:

  • City Center — Walkable, dining and entertainment, higher rents. Median rent: $2,942-$4,203/month.
  • Inner Suburbs — 10-20 minute commute, good value. Median rent: $2,102-$2,942/month.
  • Outer Suburbs — 20-35 minute commute, family-friendly, most affordable. Median rent: $1,681-$2,354/month.

Financial advisors recommend spending no more than 28-30% of gross income on housing. For a QA Engineer earning $100,873 in Austin, that means a target rent/mortgage of $2,354-$2,522/month.

Commute & Transportation in Austin

Commute time and transportation options affect quality of life and effectively reduce (or increase) your hourly earnings. Here is the Austin transportation landscape for QA Engineer professionals:

ModeAvg. CommuteMonthly CostNotes
Car (drive alone)25-40 min$413Gas, insurance, parking
Public Transit35-55 min$103Limited but expanding
Remote/WFH0 min$50Internet + home office costs; 75% of jobs offer this

Traffic in Austin is moderate. Most QA Engineers commute by car, though the metro area is investing in expanded transit options.

Professional Networking in Austin

Building a professional network is crucial for career advancement as a QA Engineer in Austin. Here are the key networking channels:

  • Professional Associations — ACM, IEEE, local tech meetup groups, and hackathon communities active in Austin
  • LinkedIn — Connect with Austin-area QA Engineers, follow local companies, and engage with industry content. LinkedIn is the #1 tool for professional networking in Texas
  • Meetups & Events — Austin hosts dozens of industry events monthly — attend regularly and follow up with new contacts
  • Alumni Networks — Texas universities have active alumni chapters that host career events and mentorship programs
  • Conferences — Tech conferences and unconferences in the Austin area provide concentrated networking opportunities
  • Volunteering — Austin nonprofits offer board positions and volunteer opportunities that build connections while giving back

Networking tip: In a market like Austin, your reputation travels fast — be consistent, helpful, and visible in the local professional community.

QA Engineer Salary: Austin vs Other Cities

How does Austin compare to other major metros for QA Engineer compensation? This side-by-side comparison shows nominal salary, cost of living, and real purchasing power:

CityMedian SalaryCost of LivingTake-Home (est.)Purchasing Power
Austin, TX$100,873103.2$66,425$97,745
New York, NY$131,062130$83,224$100,817
Los Angeles, CA$138,257136.4$84,406$101,361
Chicago, IL$105,114103$68,745$102,052
Dallas, TX$97,37599.6$64,121$97,766
Houston, TX$96,09495.3$63,278$100,833
Washington DC, DC$134,364138$83,104$97,365
Philadelphia, PA$105,928106.1$71,268$99,838
Atlanta, GA$99,101101.8$64,277$97,349
Miami, FL$121,566119.4$80,051$101,814

Key insight: When comparing cities, focus on purchasing power (the rightmost column) rather than nominal salary. Austin offers a balanced value proposition — competitive salaries without the extreme cost of living found in San Francisco, New York, or Boston.

QA Engineer Salary in Other Texas Cities

CitySalaryCOL
Dallas$98,24699.6
Houston$93,26195.3
San Antonio$85,95590.2

Jobs in Texas: Broader Market Context

Texas (population: 29.1 million) has an overall unemployment rate of 3.9% and a median household income of $63,826. The state's economy is driven by Energy, Technology, Healthcare, Aerospace, Agriculture, creating a diverse landscape for QA Engineer professionals.

Key Texas employment facts for QA Engineers:

  • State cost of living: 93.3 (below national average)
  • State income tax: 4.5%
  • Top industries: Energy, Technology, Healthcare, Aerospace, Agriculture
  • Major metros: Dallas, Houston, San Antonio, Austin

For a complete guide to employment across Texas, see our jobs in Texas page.

Exploring career options in Austin? These related roles offer similar skill requirements, comparable compensation, or natural career transitions from QA Engineer:

Same Category (Technology)

CareerAustin SalaryGrowth RateEducation
Software Engineer$136,71625.7%Bachelor's degree
Data Analyst$83,34935.8%Bachelor's degree
UX Designer$98,41216.3%Bachelor's degree
Product Manager$125,2957.8%Bachelor's degree
Cybersecurity Analyst$116,69932.7%Bachelor's degree
Cloud Engineer$127,38121.5%Bachelor's degree

Cross-Industry Roles

CareerAustin SalaryGrowth RateEducation
Registered Nurse$81,3255.6%Bachelor's degree
Project Manager$96,9386.5%Bachelor's degree
Marketing Manager$138,4366.4%Bachelor's degree
Financial Analyst$96,8628.2%Bachelor's degree
Graphic Designer$57,1302.6%Bachelor's degree
Accountant$78,4194.4%Bachelor's degree

For the full national picture of QA Engineer compensation, visit our QA Engineer salary guide. For other careers in Austin, browse our jobs in Texas resource.

Frequently Asked Questions

What is the average QA Engineer salary in Austin?

The median QA Engineer salary in Austin, TX is $100,873 per year ($48/hour), which is 1.3% above the national median of $99,620. Entry-level positions start around $56,942, while experienced QA Engineers can earn up to $156,087 or more. After adjusting for cost of living, the real purchasing power is $97,745.

How much do QA Engineers make per hour in Austin?

Based on a standard 2,080-hour work year, the median hourly rate for a QA Engineer in Austin is $48/hour. This translates to $1,940/week, $3,880 bi-weekly, or $8,406/month before taxes. After estimated taxes, take-home is approximately $5,535/month.

What is the take-home pay for a QA Engineer in Austin?

After federal income tax (~22%), Texas state tax (4.5%), and FICA (7.65%), a QA Engineer earning the median $100,873 in Austin takes home approximately $66,425/year or $5,535/month.

What education do I need to become a QA Engineer in Austin?

Most positions require a Bachelor's degree. However, coding bootcamps, professional certifications, and strong portfolios can serve as alternative pathways, especially for entry-level positions. Austin employers increasingly value skills and experience over credentials alone.

Is Austin a good place to work as a QA Engineer?

Austin is an excellent market for QA Engineers. The balanced cost of living and competitive salaries make it a strong value proposition. Major employers like Dell and Tesla provide career stability, and the tight labor market gives candidates leverage.

How many QA Engineer jobs are available in Austin?

The Austin metro area typically has approximately 3,532 open QA Engineer positions at any given time, driven primarily by the local technology and government sectors. With 20.4% projected national growth through 2032, this number is expected to increase steadily in coming years.

What companies hire the most QA Engineers in Austin?

The largest employers of QA Engineers in Austin include Dell, Tesla, Apple, Oracle, IBM. The metro area's strength in Technology and Government creates broad demand across multiple employers and industries. See our full employer list above.

Can I work remotely as a QA Engineer from Austin?

Yes — approximately 35% of QA Engineer positions are fully remote, with an additional 40% offering hybrid arrangements. Tech companies are among the most flexible. Remote work from Austin is well-established and continuing to grow.

What certifications help QA Engineers earn more in Austin?

Cloud certifications (AWS, Azure, GCP) command the highest premiums at +12-18% salary increase. PMP certification adds 10-15% and is valuable for senior/lead roles. See our full certification guide above.

When is the best time to look for QA Engineer jobs in Austin?

Peak hiring occurs during January-March and September-October when new budgets are approved. Start your search 4-6 weeks before these peaks. Late November through December is the slowest period, but applications submitted during this time face less competition.

How does Austin's cost of living affect QA Engineer salaries?

With a cost of living index of 103.2, Austin has near-average costs, so your salary closely matches your actual purchasing power.

What is the job growth outlook for QA Engineers?

The BLS projects 20.4% growth in QA Engineer employment through 2032, significantly above the average for all occupations. This translates to approximately 39,902 new positions nationally. In Austin, local factors like strong technology and government industries may drive even higher local growth.

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