... playback transitions. * Scientific Rigor: Establish high-integrity experimentation practices and improve offlineonline correlation for session-based rewards and contextual bandits. * Technical ...
... playback transitions. * Scientific Rigor: Establish high-integrity experimentation practices and improve offlineonline correlation for session-based rewards and contextual bandits. * Technical ...
... playback transitions. * Scientific Rigor: Establish high-integrity experimentation practices and improve offline→online correlation for session-based rewards and contextual bandits. * Technical ...
... playback transitions. * Scientific Rigor: Establish high-integrity experimentation practices and improve offline→online correlation for session-based rewards and contextual bandits. * Technical ...
... rewards * gambling * digital collectibles * mini program transactions * creator payouts The ... Optimize playback performance across mobile and web * Design scalable media delivery systems
... rewards * gambling * digital collectibles * mini program transactions * creator payouts The ... Optimize playback performance across mobile and web * Design scalable media delivery systems
... rewards * gambling * digital collectibles * mini program transactions * creator payouts The ... Optimize playback performance across mobile and web * Design scalable media delivery systems
... rewards * gambling * digital collectibles * mini program transactions * creator payouts The ... Optimize playback performance across mobile and web * Design scalable media delivery systems
... rewards * gambling * digital collectibles * mini program transactions * creator payouts The ... Optimize playback performance across mobile and web * Design scalable media delivery systems
Quick apply
... rewards * gambling * digital collectibles * mini program transactions * creator payouts The ... Optimize playback performance across mobile and web * Design scalable media delivery systems
Member of Technical Staff - Media
$180K - $440K/yr
... video playback, live streaming, Spaces, audio/video calls, and more. This is your chance to ... rewards package at xAI, which also includes equity, comprehensive medical, vision, and dental ...
Member of Technical Staff - Media
$180K - $440K/yr
... video playback, live streaming, Spaces, audio/video calls, and more. This is your chance to ... rewards package at xAI, which also includes equity, comprehensive medical, vision, and dental ...
Software Engineer III, Data Platform
$144K - $224K/yr
... playback and ML training. Key Responsibilities * Data Ingestion: Design and implement scalable data ... rewards package consists of the following for full-time employees: * 401(k) Plan: Includes a 6% ...
Quick apply
Software Engineer III, Data Platform
$144K - $224K/yr
... playback and ML training. Key Responsibilities * Data Ingestion: Design and implement scalable data ... rewards package consists of the following for full-time employees: * 401(k) Plan: Includes a 6% ...
Software Engineer III, Data Platform
Salem, OR · On-site +1
$144K - $224K/yr
... playback and ML training. Key Responsibilities * Data Ingestion: Design and implement scalable data ... rewards package consists of the following for full-time employees: * 401(k) Plan: Includes a 6% ...
Software Engineer III, Data Platform
Salem, OR · On-site +1
$144K - $224K/yr
... playback and ML training. Key Responsibilities * Data Ingestion: Design and implement scalable data ... rewards package consists of the following for full-time employees: * 401(k) Plan: Includes a 6% ...
Software Engineer III, Data Platform
$144K - $224K/yr
... playback and ML training. Key Responsibilities * Data Ingestion: Design and implement scalable data ... rewards package consists of the following for full-time employees: * 401(k) Plan: Includes a 6% ...
Quick apply
Software Engineer III, Data Platform
$144K - $224K/yr
... playback and ML training. Key Responsibilities * Data Ingestion: Design and implement scalable data ... rewards package consists of the following for full-time employees: * 401(k) Plan: Includes a 6% ...
Software Engineer III, Data Platform
$144K - $224K/yr
... playback and ML training. Key Responsibilities * Data Ingestion: Design and implement scalable data ... rewards package consists of the following for full-time employees: * 401(k) Plan: Includes a 6% ...
Quick apply
Software Engineer III, Data Platform
$144K - $224K/yr
... playback and ML training. Key Responsibilities * Data Ingestion: Design and implement scalable data ... rewards package consists of the following for full-time employees: * 401(k) Plan: Includes a 6% ...
Captures key moments during live events for playback in slow motion or real-time as directed ... Rewards Calculator. Career Stream and Level PC2 Job Family Athletics Broadcast Job Function ...
Captures key moments during live events for playback in slow motion or real-time as directed ... Rewards Calculator. Career Stream and Level PC2 Job Family Athletics Broadcast Job Function ...
Member of Technical Staff - Media
Palo Alto, CA · On-site
$180K - $440K/yr
... video playback, live streaming, Spaces, audio/video calls, and more. This is your chance to ... rewards package at xAI, which also includes equity, comprehensive medical, vision, and dental ...
Member of Technical Staff - Media
Palo Alto, CA · On-site
$180K - $440K/yr
... video playback, live streaming, Spaces, audio/video calls, and more. This is your chance to ... rewards package at xAI, which also includes equity, comprehensive medical, vision, and dental ...
Member of Technical Staff - Media
$180K - $440K/yr
... video playback, live streaming, Spaces, audio/video calls, and more. This is your chance to ... rewards package at xAI, which also includes equity, comprehensive medical, vision, and dental ...
Quick apply
Member of Technical Staff - Media
$180K - $440K/yr
... video playback, live streaming, Spaces, audio/video calls, and more. This is your chance to ... rewards package at xAI, which also includes equity, comprehensive medical, vision, and dental ...
Member of Technical Staff - Media
Palo Alto, CA · On-site
$180K - $440K/yr
... video playback, live streaming, Spaces, audio/video calls, and more. This is your chance to ... rewards package at xAI, which also includes equity, comprehensive medical, vision, and dental ...
Quick apply
Member of Technical Staff - Media
Palo Alto, CA · On-site
$180K - $440K/yr
... video playback, live streaming, Spaces, audio/video calls, and more. This is your chance to ... rewards package at xAI, which also includes equity, comprehensive medical, vision, and dental ...
... benefits, rich rewards, wellness programs, & a genuine dedication to creating a diverse ... playback and mixing; equipment maintenance; and, supervising use of the facility according to ...
... benefits, rich rewards, wellness programs, & a genuine dedication to creating a diverse ... playback and mixing; equipment maintenance; and, supervising use of the facility according to ...
Comfortable managing video playback software as well as feeding studio LED surfaces with graphic ... total rewards that may include merit increases, incentive compensation (exempt roles only), paid ...
Comfortable managing video playback software as well as feeding studio LED surfaces with graphic ... total rewards that may include merit increases, incentive compensation (exempt roles only), paid ...
... Cultivate a culture that rewards aggressive pursuit of innovative solutions to problems ... distribution, playback flows for live, near-live, and VOD media, and consumer-facing apps. • ...
New
... Cultivate a culture that rewards aggressive pursuit of innovative solutions to problems ... distribution, playback flows for live, near-live, and VOD media, and consumer-facing apps. • ...
New
Venue Manager
$150K/yr
... playback, and presentation slides. * Ensure proper maintenance of all projection and audio ... The company strives to provide locally competitive rewards packages, which include base rate along ...
New
Venue Manager
$150K/yr
... playback, and presentation slides. * Ensure proper maintenance of all projection and audio ... The company strives to provide locally competitive rewards packages, which include base rate along ...
New
Git * Experience with video playback and streaming technologies such as: * HTML5 video * Vidstack ... rewards for employee referrals. 8. Pet insurance 9. Employee discount program EMPLOYMENT ...
Git * Experience with video playback and streaming technologies such as: * HTML5 video * Vidstack ... rewards for employee referrals. 8. Pet insurance 9. Employee discount program EMPLOYMENT ...
Venue Manager
$150K/yr
... playback, and presentation slides. * Ensure proper maintenance of all projection and audio ... The company strives to provide locally competitive rewards packages, which include base rate along ...
New
Venue Manager
$150K/yr
... playback, and presentation slides. * Ensure proper maintenance of all projection and audio ... The company strives to provide locally competitive rewards packages, which include base rate along ...
New
Playback Rewards information
See salary details
$9.38 - $11.43
4% of jobs
$11.43 - $13.48
3% of jobs
$13.48 - $15.54
14% of jobs
$15.94 is the 25th percentile. Wages below this are outliers.
$15.54 - $17.59
20% of jobs
The median wage is $18.51 / hr.
$17.59 - $19.65
20% of jobs
$19.65 - $21.70
5% of jobs
$23.24 is the 75th percentile. Wages above this are outliers.
$21.70 - $23.75
12% of jobs
$23.75 - $25.81
9% of jobs
$25.81 - $27.86
9% of jobs
$27.86 - $29.92
2% of jobs
$29.92 - $31.97
1% of jobs
$9
$20
$31
How much do playback rewards jobs pay per hour?
What are the key skills and qualifications needed to thrive as a Playback Rewards Program Manager, and why are they important?
What are some common challenges faced by professionals working in a playback rewards program, and how can they overcome them?
What are Playback Rewards?
What is the difference between Playback Rewards vs Video Editor?
| Aspect | Playback Rewards | Video Editor |
|---|---|---|
| Required Credentials | None specific, but familiarity with media platforms helps | Typically requires a degree or certification in film, media, or related fields |
| Work Environment | Primarily remote or on-location for media companies, streaming platforms | Office or studio settings, post-production facilities |
| Industry Usage | Used in media, entertainment, and streaming services for rewarding content creators | Commonly employed in film, TV, advertising, and online content creation |
Playback Rewards and Video Editors serve different roles in the media industry. Playback Rewards focus on incentivizing content creators through rewards, often with minimal formal credentials. Video Editors, however, require technical skills and certifications to edit and produce video content. While both work within media environments, their functions and qualifications differ significantly.

Principal Machine Learning Engineer, Session and In-Player Experience
ParamountManhattan, NY • On-site
Other
Medical, Dental, Vision, Life, Retirement, PTO
Posted 14 days ago
Paramount Senior Living rating
5.3
Based on 19 frontline employees who took The Breakroom Quiz
Job description
#WeAreParamount on a mission to unleash the power of content... you in?
We've got the brands, we've got the stars, we've got the power to achieve our mission to entertain the planet - now all we're missing is... YOU! Becoming a part of Paramount means joining a team of passionate people who not only recognize the power of content but also enjoy a touch of fun and uniqueness. Together, we co-create moments that matter - both for our audiences and our employees - and aim to leave a positive mark on culture.
We are looking for a Principal Machine Learning Engineer to lead our "Session" pod - the team in charge of the critical mission of "Keeping the Session Going." While other teams focus on the initial click, your team owns the viewer's journey after playback starts. You will lead a high-impact pod of Senior ML engineers and Applied Scientists to architect the systems powering in-player browse, "Watch-Next" recommendations, and end-cards across Paramount+ and Pluto TV.
Why This Role Matters:
- The Post-Playback Journey: Owning the "Watch-Next" and end-card algorithms that identify if a user stays for another hour or leaves the platform.
- In-Player Discovery: Designing seamless in-player browse experiences that allow users to explore content without interrupting their current stream.
- Real-Time Intelligence: Building the models that react to session-level signals in milliseconds to provide truly dynamic personalization.
- Lead Multi-Stage Personalization: Design and deploy retrieval and deep ranking systems specifcally optimized for in-player surfaces and "Watch-Next" carousels.
- Own the Session Lifecycle: Develop end-to-end ML pipelines that utilize session-based modeling and real-time user behavior to predict the next best piece of content.
- Optimize for Performance: Architect systems that meet strict latency requirements necessary for in-player experiences where delays directly impact the viewing experience.
- Cross-Functional Strategy: Partner with Product, Design, and Content teams to define success metrics specific to session length, "binge" rates, and playback transitions.
- Scientific Rigor: Establish high-integrity experimentation practices and improve offlineonline correlation for session-based rewards and contextual bandits.
- Technical Mentorship: Act as a player-coach, developing technical talent within the pod and shaping the culture of the broader AMLG.
- 8+ years of experience in machine learning engineering, recommender systems, or large-scale ranking.
- Real-Time Expertise: Demonstrated success deploying ML systems in high-traffic, low-latency production environments.
- Advanced Modeling: Deep knowledge of session modeling, representation learning, and contextual bandits.
- Leadership: Experience leading and mentoring senior technical teams with the ability to drive strategy while remaining hands-on.
- Technical Fluency: Proficiency with modern ML frameworks (PyTorch, TensorFlow) and big-data ecosystems (Spark, Beam, Databricks).
- Experience with in-player or post-playback recommendation domains.
- Background in multi-modal signals (e.g., using video/audio features for "Watch-Next" similarity).
- Knowledge with Vector Search integration and embedding pipeline optimization.
- Experience bridging the gap between Core Science teams and production-facing Product teams.
- Define the Roadmap: Establish a clear technical vision for the "Session" pod, prioritizing improvements to "Watch-Next" and end-card accuracy.
- Ship Production Gains: Deliver measurable increases in session duration and "Keep Watching" click-through rates via improved ranking models.
- Optimize Latency: Successfully reduce inference latency for in-player recommendations, enabling more complex model architectures to run in real-time.
- Unify the Experience: Successfully partner with Content Engineering to integrate advanced embedding pipelines into the session-based retrieval layer.
#LI-PG1
Paramount Streaming, a division within Paramount Global, is the home to the company's direct-to-consumer services spanning free and paid in the form of Pluto TV and Paramount+. Pluto TV is the global leader in free ad-supported TV, delivering more than 1,400 global channels and an extensive library of streaming content, including live and original channels. Paramount+, digital subscription video-on-demand and live streaming service, combines live sports, breaking news, and A Mountain of Entertainment. Paramount+ features an expansive library of original series, hit shows and popular movies across every genre from world-renowned brands and production studios, including SHOWTIME.
ADDITIONAL INFORMATION
Hiring Salary Range: $234,000.00 - 250,000.00.
The hiring salary range for this position applies to New York, California, Colorado, Washington state, and most other geographies. Starting pay for the successful applicant depends on a variety of job-related factors, including but not limited to geographic location, market demands, experience, training, and education. The benefits available for this position include medical, dental, vision, 401(k) plan, life insurance coverage, disability benefits, tuition assistance program and PTO or, if applicable, as otherwise dictated by the appropriate Collective Bargaining Agreement. This position is bonus eligible.
- Attractive compensation and comprehensive benefits packages. Check out our full list of benefits here: https://www.paramount.com/careers/benefits
- Generous paid time off.
- An exciting and fulfilling opportunity to be part of one of Paramount's most dynamic teams.
- Opportunities for both on-site and virtual engagement events.
- Unique opportunities to make meaningful connections and build a vibrant community, both inside and outside the workplace.
- Explore life at Paramount: https://www.paramount.com/careers/life-at-paramount
Paramount is an equal opportunity employer (EOE) including disability/vet.
At Paramount, the spirit of inclusion feeds into everything that we do, on-screen and off. From the programming and movies we create to employee benefits/programs and social impact outreach initiatives, we believe that opportunity, access, resources and rewards should be available to and for the benefit of all. Paramount is proud to be an equal opportunity workplace. We are committed to equal employment opportunity regardless of race, color, ethnicity, ancestry, religion, creed, sex, national origin, sexual orientation, age, citizenship status, marital status, disability, gender identity, gender expression, and Veteran status.
If you are a qualified individual with a disability or a disabled veteran, you may request a reasonable accommodation if you are unable or limited in your ability to use or access https://www.paramount.com/careers as a result of your disability. You can request reasonable accommodations by calling 212.846.5500 or by sending an email to paramountaccommodations@paramount.com. Only messages left for this purpose will be returned.
What Paramount Senior Living employees say
Pay
Benefits
Hours and flexibility
Workplace
Get the full story on Breakroom
About Paramount Senior Living
Sourced by ZipRecruiter
Industry
Nursing and residential care facilities
Company size
1,001 - 5,000 Employees
Headquarters location
Canonsburg, PA, US
Year founded
2004