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Switchback Jobs (NOW HIRING)

Lead the design and analysis of experiments (e.g., A/B tests, switchback) for your projects, and interpret complex model results and experimental outcomes with a focus on actionable insights and ...

Sr. Chassis Steering - Mechanical Engineer

Irvine, CA · On-site

$112K - $148K/yr

Keep the driver's experience at the center of every design decision - from steering feel on a mountain switchback to precision on a highway, your work defines how our customers connect with their ...

Research Scientist/Engineer

Randolph, VT · On-site

$87K - $97K/yr

Advanced Intrusion Detection - ARA), and advanced payload capabilities for autonomous robotic vehicles (Switchback - ARA). Do you enjoy solving complex problems? Would you enjoy working in a fast ...

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Position Summary Under the supervision of the Gift Shop Manager. Responsible for retail sales. Provides customer service and product information. Supervision Exercised Supervised by the Market Center ...

Lead the design and analysis of experiments (e.g., A/B tests, switchback) for your projects, and interpret complex model results and experimental outcomes with a focus on actionable insights and ...

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Switchback information

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$6

$15

$23

How much do switchback jobs pay per hour?

As of Jun 11, 2026, the average hourly pay for switchback in the United States is $15.65, according to ZipRecruiter salary data. Most workers in this role earn between $13.94 and $17.31 per hour, depending on experience, location, and employer.

What are switchbacks in the context of trail construction?

Switchbacks are zigzag-shaped sections of a trail or path built on steep terrain to help hikers, bikers, or vehicles ascend or descend more gradually. They are designed to reduce the trail's overall slope, minimize erosion, and make the climb or descent safer and more manageable. Switchbacks are commonly found on hiking trails, mountain roads, and railway lines where a straight path would be too steep or difficult to traverse.

What are some common challenges faced by Switchback Engineers and how can they be addressed?

Switchback Engineers often encounter challenges related to maintaining the reliability and safety of rail switching systems, especially in adverse weather conditions or high-traffic environments. Troubleshooting electrical and mechanical issues under time constraints is common, as is coordinating with train operators and signal teams. Staying up-to-date with evolving safety regulations and technology is essential for success. Building strong communication skills and attention to detail can help address these challenges effectively.

What are the key skills and qualifications needed to thrive as a Switchback Operator, and why are they important?

To thrive as a Switchback Operator, you need a solid understanding of rail operations, safety procedures, and mechanical aptitude, often supported by on-the-job training or certification in railroad operations. Familiarity with train control systems, signaling equipment, and safety monitoring tools is typically essential. Attention to detail, strong communication, and the ability to remain calm under pressure are standout soft skills in this role. These skills ensure safe and efficient train movement, reducing operational risks and maintaining schedule reliability.

What is the difference between Switchback vs Trail Builder?

AspectSwitchbackTrail Builder
Required CredentialsTypically no formal certification, but knowledge of trail design helpfulOften requires certifications in heavy equipment operation or trail construction
Work EnvironmentOutdoor, rugged terrain, often remoteOutdoor, construction sites, varied terrain
Employer & IndustryNational parks, outdoor recreation companies, conservation groupsConstruction companies, parks departments, outdoor recreation organizations

Switchbacks are specific trail features designed to reduce steepness, while Trail Builders are professionals who construct and maintain trails, including switchbacks. Both roles work outdoors in similar environments, but Trail Builders have more technical skills and certifications related to construction and equipment operation. Understanding these differences helps in choosing the right career path or job search focus in outdoor recreation and trail maintenance industries.

What cities are hiring for Switchback jobs? Cities with the most Switchback job openings:
What states have the most Switchback jobs? States with the most job openings for Switchback jobs include:
Senior Machine Learning Engineer, Ads Experimentation & Measurements

Senior Machine Learning Engineer, Ads Experimentation & Measurements

Unity Technologies

Mountain View, CA

$122K - $168K/yr

Other

Medical, Life, Retirement, PTO

Posted 20 days ago


Job description

Mountain View, CA, USA

Senior Machine Learning Engineer, Ads Experimentation & Measurements

Location

Mountain View, CA, USA

Department

AI & Machine Learning

Requisition ID

JOBREQ-2616032

Role description

The opportunity

Unity’s Ads Experimentation Platform team is looking for a senior machine learning engineer to lead the evolution of how we validate and optimize our global advertising ecosystem. At Unity, our ads reach billions of devices, and the ability to rapidly iterate on machine learning models or ads delivery pipelines is critical to our growth.

In this role, you will be the technical authority for our experimentation and evaluation roadmap. You will bridge the gap between advanced statistical methodology and large-scale engineering, building the tools that allow ML teams to iterate faster and with higher confidence. You will join a team focused on high-velocity innovation, moving beyond standard A/B testing into the next generation of causal inference and high-sensitivity evaluation methodologies.

What you'll be doing

  • Ad Delivery Expertise: Hands-on experience evaluating pacing and ad selection systems, with strong domain knowledge of the ads ecosystem (advertiser objectives, bidding/pricing dynamics, attribution, and marketplace mechanics) and practical familiarity with simulation-based measurement to pre-validate model and policy changes before live deployment.

  • Product Analytics & Insights: Demonstrated ability to drive product decisions through analytics — defining metrics, building measurement frameworks, analyzing A/B test results, and translating experiment outcomes into clear, actionable insights for ML, Product, and Business partners

  • Advance Experimentation Platform: design the statistical methodologies of our experimentation platform in a complex, budget-constrained environment. You will lead the implementation of variance reduction (CUPED), sequential testing, and interleaving frameworks to maximize sensitivity and accelerate evaluation cycles. You will also build the statistical foundations for automated pipelines that autonomously test and select optimal features and hyperparameters at scale.

  • Define Long-Term Value (LTV) Proxy Metrics: Research and validate surrogate metrics that correlate highly with long-term user retention, churn, and value. You will provide ML teams with short-term signals that accurately predict long-term impact, enabling faster optimization for long-term growth.

  • Drive Automated ML Experimentation: Build the statistical foundations for automated pipelines that autonomously test and select optimal features and hyperparameters. This reduces manual engineering overhead and accelerates the deployment of high-performing models at scale.

  • Cross-Functional Technical Leadership: Serve as the lead subject matter expert on experimentation for ML, Product, and Engineering teams. You will ensure statistical rigor is integrated throughout the product lifecycle, from initial model training to live production auctions.

What we're looking for

  • 5+ years of experience in Data Science or Applied Research, specifically within Ad Tech, Marketplaces, or high-scale experimentation platforms.

  • Advanced Education: An MS or PhD in a quantitative field (Statistics, Economics, Computer Science, Operations Research, or equivalent).

  • Deep expertise in causal inference, experimental design, and frequentist/Bayesian statistics, with a proven track record of applying these to high-volume, real-time data.

  • Strong programming skills in Python or Scala, and experience with large-scale data processing frameworks like Spark, Snowflake, or BigQuery.

  • Practical experience implementing advanced testing methodologies like CUPED, interleaving, or switchback testing in production environments.

  • Ability to translate complex statistical concepts into clear product roadmaps and mentor engineering teams on experimental rigor.

You might also have

  • Experience building or maintaining internal experimentation platforms at a major tech company.

  • Familiarity with the unique challenges of long-term value (LTV) prediction and surrogate metric design in mobile gaming or digital advertising.

  • Experience embracing AI as a strategic advantage in engineering, following established best practices for code quality and security

Additional information

  • Relocation support is not available for this position

Benefits

At Unity, we want our team members to thrive. We offer a wide range of benefits designed to support well-being and work-life balance.

Please note: Benefits eligibility, specific offerings, and coverage vary based on the country and employment status.

While specific benefits vary, here are some of the ways we strive to take care of our eligible team members globally: Comprehensive health, life, and disability insurance | Commute subsidy | Employee stock ownership | Competitive retirement/pension plans | Generous vacation and personal days | Support for new parents through leave and family-care programs | Office food snacks | Mental Health and Wellbeing programs and support | Employee Resource Groups | Global Employee Assistance Program | Training and development programs | Volunteering and donation matching program

Life at Unity

Unity [NYSE: U] is the world’s leading game engine, powering play for more than 3 billion consumers each month. The top mobile games in the world, the most played PC indie titles, the most innovative console games, and virtually all of the top XR and Web Games are developed, deployed, and grown in Unity. Unity also enables teams across industries like automotive, manufacturing, and healthcare to design, simulate, and collaborate in 3D — closing the gap between ideas and reality. For more information, please visit www.unity.com.

Unity is a proud equal opportunity employer. We are committed to fostering an inclusive, innovative environment and celebrate our employees across age, race, color, ancestry, national origin, religion, disability, sex, gender identity or expression, sexual orientation, or any other protected status in accordance with applicable law. Our differences are strengths that enable us to support the growing and evolving needs of our customers, partners, and collaborators. If you have a disability that means there are preparations or accommodations we can make to help ensure you have a comfortable and positive interview experience, please fill out this form (https://docs.google.com/forms/d/e/1FAIpQLSdrbRLG1N-apH1eahQ622Gypo-rmiAB6LLTP1UsSWQNu7omxQ/viewform) to let us know.

This position requires the incumbent to have a sufficient knowledge of English to have professional verbal and written exchanges in this language since the performance of the duties related to this position requires frequent and regular communication with colleagues and partners located worldwide and whose common language is English.

Headhunters and recruitment agencies may not submit resumes/CVs through this website or directly to managers. Unity does not accept unsolicited headhunter and agency resumes. Unity will not pay fees to any third-party agency or company that does not have a signed agreement with Unity.

Your privacy is important to us. Please take a moment to review our Prospect Privacy Policy (https://unity.com/legal/global-data-privacy-notice-to-prospects) and Applicant Privacy Policy (https://unity.com/de/legal/global-data-privacy-notice-to-applicants) . Should you have any concerns about your privacy, please contact us at DPO@unity.com.

#SEN #LI-AR1

*Note: This range reflects the anticipated base salary for this position. Beyond base salary, this role may be eligible for equity awards and participation in our company incentive plans (such as annual discretionary bonuses or sales commissions). The final offer amount will depend on several factors, including geographic location and the candidate’s relevant experience, professional background, and skill set.

Gross pay salary

$148,700—$258,720 USD