Engineering Applications Of Artificial Intelligence Jobs in Rutherford

Etsy is the global marketplace for unique and creative goods. We build, power, and evolve the tools and technologies that connect millions of entrepreneurs with millions of buyers around the world. As an Etsy Inc. employee, whether a team member of Etsy or Depop, you will tackle unique, meaningful, and large-scale problems alongside passionate coworkers, all the while making a rewarding impact and keeping commerce human.

Salary Range: $252,000.00 - $328,000.00

What's the role? We are looking for a Senior Engineering Manager to lead our Models team. In this role, you will manage a team of motivated ICs to build the next generation of Etsy's models platform, which in turn will enable your customer teams to improve the quality of search, ads, recommendations, and other ML applications for nearly 100M buyers and over 5M sellers. Do you have a passion for training, serving and scaling machine learning models? Are you excited by the challenges of building a platform for diverse machine learning use cases? Are you motivated to lead and develop ICs at different stages of their careers? If so, this could be the perfect match. This opportunity is a full-time position reporting to the Director of Engineering for ML Enablement. This position will be in Brooklyn, NY or for remote candidates based in the United States.

What's this team like at Etsy? The Machine Learning Enablement Initiative builds and maintains a complete ecosystem of ML systems including our feature & embeddings store, model training, serving, orchestration and testing infrastructure. The Models team is responsible for the model catalog, APIs, and serving infrastructure that runs our online models at high scale (millions of inferences per second). It is a small team historically focused on operations, but transitioning to play a more direct role in the application layer. The team is presently leading Etsy's migration from Tensorflow to Pytorch, building upon an innovative architecture designed in-house and based on KServe, NVIDIA Triton, Apache Arrow, and Ray. We are using this opportunity to fill in historical gaps in automation, integration, and standardization across the ML platform. We aspire to unify modeling approaches across all major ML development teams at Etsy. This is a big, challenging opportunity to influence how models are created, trained, and deployed across the entire company!

What does the day-to-day look like? Meet with customers to understand their latest use cases. Work with your team and partners to translate those use cases into concrete requirements. Offer an informed point of view on engineering, system design, and machine learning considerations. Keep track of ongoing issues (stability, performance, cost) with models on the platform, and identify short-term fixes and long-term platform improvements. Maintain a product roadmap, lead agile processes and plan workstreams for a team of 4 ICs. Occasionally lead multi-functional \"tiger teams\" for dedicated projects. Coach your ICs and support their career development trajectories. Own and maintain the team's customer-facing surfaces: documentation, code examples, metrics, dashboards, UIs, launch announcements, etc. We are proud of our engineering culture that encourages career growth and learning in a blameless environment. You can learn more about our philosophies, tools, and some of the challenges we've been solving on our Engineering blog. Of course, this is just a sample of the kinds of work this role will require! You should assume that your role will encompass other tasks, too, and that your job duties and responsibilities may change from time to time at Etsy's discretion, or otherwise applicable with local law.

Qualities that will help you thrive are: A strong track record of developing and serving machine learning models at scale, with at least 4 years in a leadership capacity (tech lead or EM) and 2 years as an engineering manager. You like to be deep in the technical work, but you can also build partnerships across teams in a highly collaborative environment. Passion for building platforms that don't just work, but that are easy to maintain and extend, and are delightful to use. You are a strong collaborator, communicator, and coach and you are passionate about helping the engineers around you grow and learn. You have 5+ years of experience building, iterating and solving complex problems with a significant backend component. Background and hands-on experience with Cloud technologies (Google Cloud, AWS, Kubernetes) is a plus.

Additional Information If you're interested in joining the team at Etsy, please share your resume with us and feel free to include a cover letter if you'd like. At Etsy, we believe that a diverse, equitable and inclusive workplace furthers relevance, resilience, and longevity. We encourage people from all backgrounds, ages, abilities, and experiences to apply. Etsy is proud to be an equal opportunity workplace. We are committed to equal employment opportunity regardless of race, color, ancestry, religion, sex, national origin, sexual orientation, age, citizenship, marital status, disability, gender identity or veteran status, or any other characteristic protected by applicable law. If, due to a disability, you need an accommodation during any part of the application or interview process, please let your recruiter know. While Etsy supports visa sponsorship, sponsorship opportunities may be limited to certain roles and skills.

About Us:

At Biz2Credit, we are looking for individuals who are ready to join a dynamic and innovative fintech company on a mission to change the lending landscape for small businesses. Our values of Collaboration, Responsibility, Empowerment, Disruption, Innovation, and Trust guide everything we do, and our purpose of helping small businesses succeed drives us forward.

As a company, we believe that with the right tools and support, small business owners can achieve their dreams, and we're here to make that happen. That's why we're dedicated to developing cutting-edge solutions, like our Biz2X platform, a fully configurable SaaS solution that leverages artificial intelligence and machine learning to make lending more efficient, effective, and accessible.

But we're more than just another FinTech company. We're a team of individuals who bring their unique personalities, backgrounds, and experiences to work every day. We believe that diversity makes us stronger, and that's why we value a culture that is inclusive and supportive. We're looking for people who are excited about the opportunity to make a difference, who want to work in an environment that is both challenging and fun, and who are eager to bring their whole selves to work.

So, if you're someone who is eager to join a company that is making a real impact, who values a positive and inclusive workplace culture, and who is ready to be a part of a team that is changing the lending landscape, we want to hear from you. Come join us and be a part of something truly special at Biz2Credit.

About the Role

Biz2Credit is launching a new small-business credit card, and we are hiring a Director Fraud Risk to build and scale the risk engine that powers the product. This role sits within the Risk organization and focuses on designing and executing the fraud and credit strategies required to safely grow a new card portfolio.

You will own fraud and credit risk strategy across the full lifecycle, partner with Data Science on model development, work with product and engineering to implement rules and logic, and collaborate with vendors who support fraud detection, identity verification, and credit decisioning. This is a hands-on, analytics-driven role for someone who has built or scaled card risk systems before.

Key Responsibilities

Fraud Risk Strategy & Analytics

• Develop and manage fraud strategies across the full credit card lifecycle: KYC, KYB, onboarding, transaction monitoring, disputes, and chargebacks
• Build and optimize fraud rules, signals, and decisioning logic
• Partner with Data Science to develop or enhance fraud models
• Monitor fraud KPIs, emerging patterns, and loss trends to adjust strategy
• Work with fraud vendors and platforms to implement rules, workflows, and detection capabilities

Credit Risk Strategy & Analytics

• Own credit line assignment, credit line increases (CLI), credit line decreases (CLD), and ongoing credit monitoring
• Develop and refine credit risk segmentation, cutoffs, and exposure strategies
• Partner with Data Science online assignment models and credit risk models
• Build dashboards and analytics to track credit performance, delinquencies, and portfolio trends
• Continuously optimize credit policies to balance growth and risk

Card Program Buildout & Scaling

• Contribute to building the fraud and credit risk foundation for a new credit card program
• Support scaling of the portfolio through iterative strategy, analytics, and model improvements
• Ensure risk systems, rules, and logic are implemented correctly across product, engineering, and vendor platforms

Cross‑Functional Collaboration

• Work closely with product, engineering, operations, and external vendors to launch and scale long duration programs
• Translate risk strategy into technical requirements for implementation
• Partner with compliance teams as needed; deep expertise not required, but familiarity with Reg Z, Reg B, FCRA, and UDAAP is helpful

Qualifications

• 5–10+ years of experience in credit card fraud risk, credit risk, risk analytics, or risk modeling
• Hands‑on experience with fraud lifecycle management: KYC, KYB, onboarding, transaction monitoring, disputes, chargebacks
• Experience with credit line strategy: limit assignment, CLI, CLD, and credit monitoring
• Strong analytics background; proficiency in SQL required, Python preferred
• Experience working with fraud and/or credit risk vendors and platforms (e.g., decision engines, fraud tools, KYC/KYB providers)
• Experience building or scaling risk strategies for a credit card program
• Ability to work cross functionally with product, engineering, data science, and vendors
• Familiarity with compliance requirements for credit cards; ability to partner with compliance teams

Who Thrives in This Role

• Someone who has built or scaled a credit card risk engine
• A fraud + credit strategist who is equally comfortable with rules, analytics, and models
• A hands-on operator who can design strategy and also dig into SQL
• Someone who enjoys cross-functional execution and long-term program building
• A risk expert who wants to shape the foundation of a new card product

SpaceKnow provides transparency to global changes and trends by combining the world's largest collection of satellite imagery with a proprietary artificial intelligence engine. Our vision is to index the physical world and empower users with near-real time large-scale analysis to drive decision making.

We are looking for a Head of Business Development to strengthen our Nowcasting Solutions team, who is passionate about finding new opportunities and winning business.

What We Offer:

• Our compensation package includes highly competitive salary & commission plan
• Ability to work remotely
• Ability to develop within the company and shape our growth strategy

• Manage the whole sales process from the beginning to the end, including qualifying new leads, identifying prospects, creating advocates for our products and constantly assisting them find answers to their key questions by collaborating closely with our research and data product teams.
• Prepare and deliver powerful, persuasive sales presentations and proposals that effectively demonstrate the value proposition of SpaceKnow solutions
• Work closely with the Product and Project Team in delivering current programs, ensuring customer satisfaction and up-sell/cross-sell opportunities
• Contribute to marketing activities (content publishing, contribution to blog and social media management) to strengthen the SpaceKnow brand and generate inbound leads for all SpaceKnow products and services
• Reports to Vice-President, Commercial Solutions

Person Specification:

• Enthusiastic, motivated and conscientious individual eager to work as part of a dynamic, ambitious team
• Understands, wants to learn and communicate about complex technical products
• Competence and proven track record in preparing and delivering impactful presentations and proposals (Office, GSuite)
• Eagerness to build and maintain excellent relationships with colleagues, partners, customers and end users
• Ability to work under pressure and to deadlines, adapting flexibly to bid timeframes and business priorities
• Understanding of marketing and sales tools and principles
• Very good communication skills, both verbal and written
• Some experience selling a new product or service and complex technical products to new customers
• A team player and are motivated by the company's success, not just your own
• Excited about the integration of data into strategic decision making

Joining Spaceknow, you will join a young team of talented and highly motivated people who strive to make an impact on the world but also have fun along the way.

About Diversified:

Diversified is a global leader in audio visual and media innovation, recognized for designing and building the world's most experiential environments. Our award-winning team specializes in delivering solutions for the most complex, large-scale and immersive installations. Serving a global clientele that includes major media organizations and retailers, sports and live performance venues, corporate enterprises, and government agencies, Diversified partners with clients to create spaces that bring people together and keep them coming back.

What to Expect:

At Diversified, we're on a mission to create a world without boundaries, where technology enables all people to connect and experience the moments that matter, wherever they choose to be. With clients spanning the globe and an exciting pipeline of projects across industries, Diversified offers more than just a job. We offer a career path with the flexibility to grow personally and professionally, wherever your ambitions take you.

As a Diversified associate, you'll dive headfirst into big, complex, and rewarding projects that push the boundaries of what's possible. Plus, you'll enjoy a flexible work environment, competitive compensation and benefits, and a culture that celebrates diversity and inclusion.

IF YOU CAN DREAM IT, YOU CAN DO IT AT DIVERSIFIED.

The Engineering Leader is responsible for leading the Design Engineering organization across the company and ensuring consistent, high-quality, and profitable project delivery. Reporting to the Vice President of Engineering Operations, this role oversees Engineering Managers and Design Engineering teams, driving accountability, operational efficiency, and technical excellence throughout the project lifecycle.

A core focus of this position is ensuring Design and Project Engineers are positioned to perform their highest-value work-developing client relationships, shaping execution strategies, and ensuring system accuracy and expected functionality. This role partners closely with Engineering Documentation leadership to ensure documentation and support workflows are effectively leveraged, allowing Design Engineering resources to remain focused on technical leadership and client-facing responsibilities.

Responsibilities include, but are not limited to:

• 
  
  
• Own the performance, development, and accountability of Engineering Managers leading Design Engineering teams, setting clear expectations and holding leaders responsible for team results, delivery quality, and professional growth.
  
  
• Establish and sustain a culture of ownership and accountability across the engineering organization by defining measurable standards for project delivery, documentation quality, and client satisfaction, and addressing performance gaps directly.
  
  
• Drive engineering efficiency and profitability by identifying misaligned workflows, reducing non-value-added engineering effort, and ensuring appropriate use of engineering support and documentation resources.
  
  
• Partner with Support Engineering leadership to ensure effective utilization of engineering support teams, removing barriers that prevent smooth handoff and enabling Engineers to focus on high-value technical work.
  
  
• Ensure Engineers are consistently focused on client relationship development, execution planning, technical accuracy, and system functionality throughout the project lifecycle.
  
  
• Maintain visibility into presales pipeline and active project lifecycle status, comparing as-sold versus as-delivered labor, identifying value-engineering opportunities, and supporting financial performance improvement.
  
  
• Collaborate with Field and Fabrication Services and Project Management leadership to align engineering capacity with project demand, participating in resource planning and ensuring engineering support meets business needs.
  
  
• Establish, enforce, and audit engineering standards and delivery processes that support consistent, high-quality outcomes, reducing variability and improving first-time quality across projects.
  
  
• Serve as the senior escalation point for engineering-related issues impacting project delivery or client satisfaction, intervening when projects are off track and guiding recovery plans with responsible managers.
  
  
• Provide leadership input on hiring, succession planning, and organizational design for Engineering Manager roles, ensuring alignment with technical requirements and cultural expectations.
  
  
• Track, analyze, and act on key engineering performance metrics, including utilization, margin contribution, rework rates, schedule adherence, and client satisfaction, using data to drive continuous improvement.
  
  

Required Skills and Experience

• 
  
  
• Bachelor Degree Required, preferably in Engineering, Construction Management or related field.
  
  
• 10+ years of experience in systems integration, audiovisual engineering, or a related technical field with progressive leadership responsibility.
  
  
• 3+ years of experience managing managers or leading large, multi-project technical teams.
  
  
• AVIXA CTS, CTS-I, or CTS-D certification.
  Demonstrated success improving team performance and delivering measurable business results.
  
  
• Experience developing, implementing, and enforcing engineering standards and processes at scale.
  
  
• Strong understanding of the full project lifecycle from design through commissioning.
  
  
• Experience partnering cross-functionally with Sales, Project Management, and Field & Fabrication Services.
  
  
• Ability to read and interpret architectural drawings, system schematics, and technical specifications.
  
  
• Financial acumen, including labor forecasting, project budgets, and margin impact analysis.
  
  
• Strong problem-solving skills with a bias toward action and resolution.
  
  
• Effective written and verbal communication skills suitable for executive-level engagement.
  
  

What We Offer:

Along with competitive compensation, you will be eligible for the following benefits:

• 
  
  
• Multiple medical plan options to suit your family's needs
  
  
• Dental (including orthodontic coverage) and vision plans
  
  
• Company paid Basic Life, AD&D, Short-Term and Long-Term Disability Insurance, and Employee Assistance Plan (EAP)
  
  
• Healthcare and Dependent Care Flexible Spending Accounts (FSA)
  
  
• 401k with Employer Match
  
  
• Paid Time Off and Paid Holidays
  
  
• Voluntary Benefits: Critical Illness, Hospital Indemnity, Accident Insurance, Pet Insurance, Homeowners and Auto Insurance, Supplemental Term and Dependent Life and AD&D, and Legal Services
  
  
• Commuter Benefits
  
  
• And much more
  
  

To learn more about becoming part of the Diversified team, visit us at our career siteor email us at .

Diversified is an equal opportunity employer committed to fostering an inclusive and diverse workplace. All aspects of employment will be based on job requirements, individual qualifications, merit, performance, and business need. We do not discriminate based on race, color, religion, sex, national origin, age, disability, veteran status, sexual orientation, gender identity, or any other protected characteristic under applicable law. We believe in fair and equitable hiring practices and strive to create an environment where all individuals feel valued and empowered.

If you require a reasonable accommodation to participate in the application or interview process due to a disability, please contact so we can assist you.

Our compensation ranges reflect the cost of labor across several US geographic markets. The pay details below range from our lowest geographic market up to our highest geographic market. Pay is based on several factors including market location and may vary depending on job-related knowledge, skills and experience depending on the position offered, and other forms of compensation may be provided as part of a total compensation package, in addition to a full range of medical, financial, and/or other benefits.

Our client in the public infrastructure sector is seeking an Engineering Program Manager responsible for overseeing program-level planning, budgeting, scheduling, and delivery across large capital initiatives. They will be primary liaison across design, construction, and line departments to ensure alignment of engineering deliverables with approved budgets, schedules, and total project cost.

Duration: 1 yr

Location: Hybrid New York, NY

Clearance: Security background check

Responsibilities:

• Lead end-to-end management of engineering projects across the full lifecycle (initiation, planning, execution, monitoring, and closeout)
• Coordinate program-level budgets, schedules, and deliverables across major capital projects and operating plans
• Act as the primary point of contact for Engineering from design through construction, ensuring alignment with approved scope, budget, and timelines
• Partner with engineering, construction, and line departments to develop work plans, define project scope, and assess feasibility and deliverability
• Establish project economics, timelines, and resource plans in collaboration with key stakeholders
• Coordinate internal teams and external consultants (engineering, design, and professional services) to advance projects through design milestones
• Monitor project performance and proactively develop recovery plans to address risks, delays, or scope changes
• Lead risk identification, establish risk parameters, and implement mitigation and contingency strategies
• Facilitate and lead regular project meetings, ensuring alignment across stakeholders and timely decision-making
• Coordinate with internal departments to establish agreements, force accounts, and other project-related requirements
• Prepare and present project status reports, including risks, forecasts, and recommendations, to senior leadership and executive stakeholders
• Support capital planning efforts including prioritization, budgeting, and long-term program development
• Ensure adherence to project management standards, cost controls, scheduling practices, and compliance requirements

Requirements:

• Bachelor's degree in Architecture, Engineering, or a related field
• Minimum of 10 years of experience in progressively responsible roles delivering large-scale architectural/engineering and construction projects
• Demonstrated experience managing complex capital programs, including design and construction phases
• Strong expertise in project lifecycle management, including scope definition, scheduling, budgeting, and execution
• Proven experience in cost control, change management, and schedule management within large infrastructure projects
• Solid understanding of multidisciplinary engineering and construction principles
• Experience working with diverse stakeholders including internal teams, external consultants, regulatory agencies, and utilities
• Strong leadership, stakeholder management, and team coordination capabilities
• Excellent communication, presentation, and client-facing skills
• Demonstrated ability in problem-solving, decision-making, and conflict resolution
• Knowledge of capital planning, procurement processes, and risk management frameworks
• Professional certifications such as P.Eng (PE), RA, PMP, or LEED

Engineering Project Managers

Travel: 80% (US-based)

Openings: 5

Pay Rate: $50-60/hr.+

Payment Schedule: Weekly

Benefits: Medical, dental, vision

Start Date: 2 weeks

Interview Process: 1 virtual

Duration: 6-month contract, likely extensions

Must Haves

• 4+ years experience within project management relevant to facilities (controls, industrial or electrical)
• Experience managing a high volume of projects with quick turn around
• Strong organizational skills relevant to tracking project timelines, budgets, etc.
• Cross functional collaboration skills to effectively drive progress
• Technology adept
• Adaptable to change and innovation

Plusses

• PMP
• Bachelor's degree specific to engineering
• Experience with conveyor systems

A client of Insight Global in the retail/technology industry is seeking Project Managers to assist with an initiative to update, upgrade & improve their facilities across the country. This will include general building updates as well as the upgrading of manual systems in warehouses & delivery centers, to automated systems. The goal is to improve operational efficiency within the locations make processes faster, safer and more efficient. We are looking for hands on project managers with relevant backgrounds to engineering, facilities, warehouse and maintenance related work who aren't afraid to get super involved and can direct and oversee the work being done to ensure timely and accurate completion. This is a fast paced role and requires a high level of organization skills to appropriately communicate with internal and external stakeholders about project timelines, budgets and any escalations that may arise. This person will be responsible for tracking projects in relevant software and updating playbooks accordingly as tasks are completed. This person will be in the field 80-100% of the time, executing on projects and will often be working odd hours or an occasional weekend to complete the work. Travel will primarily be regionally based, but could involve travel outside of the assigned region. Projects will focus on general building upgrades and increase in complexity as trust is earned. All travel time is paid and expenses are reimbursed but will be fronted on a personal credit card. A credit card limit of $6,000 or higher is required to appropriately support the travel, but expenses can be submitted weekly for reimbursement. We are seeking individuals within 30 minutes of a major airport in OH, IN, MI & KS.

Our client in the public infrastructure sector is seeking a contract based Portfolio Manager to oversee portfolio-level planning, budgeting, scheduling, and performance management across a range of capital and operating projects, while partnering closely with engineering, construction, and line-of-business stakeholders.

Duration: 1 year

Location: Hybrid New York, NY

Responsibilities

• Support the Engineer of Projects (EOP) in the planning, execution, and closeout of projects within the assigned portfolio
• Coordinate portfolio-level budgets, schedules, and resource planning across multiple engineering projects
• Develop and maintain project delivery plans including scope, deliverables, timelines, resources, and cost estimates
• Collaborate with design, construction, and line departments to support capital plan development, project prioritization, and feasibility assessments
• Establish and manage work breakdown structures (WBS) to support project planning and execution
• Review project delivery plans against approved budgets, cost models, and historical performance; identify and reconcile variances
• Monitor key performance indicators (KPIs) including cost, schedule, accruals, MWBE participation, and risk metrics
• Prepare and maintain accurate expenditure forecasts and performance reports
• Facilitate project and portfolio meetings, capturing key decisions, risks, and action items
• Track progress across all projects within the portfolio and provide regular status updates to stakeholders and leadership
• Support development of capital planning materials and Board-level reporting documentation
• Assist in creating supporting materials such as presentations, reports, and data visualizations
• Contribute to the development and implementation of project delivery policies, standards, and procedures

Requirements

• Bachelor's degree in Engineering, Architecture, Construction Management, Project Management, or a related discipline
• Minimum of 5 years of experience managing or supporting the delivery of capital projects with significant design and construction components
• Proven experience in budget tracking, cost forecasting, and schedule management across multiple projects
• Strong understanding of project delivery lifecycle, including planning, execution, and closeout phases
• Experience working with cross-functional teams including engineering, construction, and business stakeholders

Nice to Have:

• Proficiency with project management tools such as Primavera P6 and Primavera Risk Analysis
• Strong analytical skills with the ability to interpret project performance data and identify trends and risks
• Demonstrated ability to manage multiple priorities, meet deadlines, and work independently
• Excellent organizational and planning capabilities
• Strong communication and presentation skills, including experience presenting to senior leadership and large stakeholder groups
• Proven interpersonal, leadership, negotiation, and decision-making skills

DISCLAIMER(S):

*THIS IS AN UNPAID INTERNSHIP, WITH THE POTENTIAL FOR FUTURE EMPLOYMENT.*

*WE ARE SPECIFICALLY LOOKING FOR INTERNS WHO WORK WITH RECORDING ARTISTS, FILM/TV/LIVE SOUND ENGINEERS ARE NOT IDEAL CANDIDATES.*

Company Description

Invite Only Studios is an experiential recording and photography studio based in the Chelsea neighborhood of New York City. Our multi-million dollar, state-of-the-art space has only been around since October 2019, but we have hosted many clients since then. To name a few, we have hosted Mary J. Blige, Alicia Keys, Darren Barnett (2021 People Choice Awards Winner) and Offset. We have also hosted events for ESPN, KIDinaKORNER (Imagine Dragons), Swizz Beats, Snoop Dogg, Def Jam Recordings, Russ, Saint JHN and Nike. In addition, we have created musical content for brands such as Starbucks, JP Morgan-Chase, Sunny D, Summer's Eve, Wendy's and Weight Watchers.

In addition, we work with several indie artists and assist them in their journeys to propel their careers. At Invite Only we welcome creativity from anyone who is willing to contribute ideas. If you think this role would suit you please apply as soon as you can!

Job Description

This role is intended for candidates seeking to advance their careers as Audio Engineers, particularly those with regular experience working with recording artists.

Tasks & Responsibilities

• Being present for sessions and available to complete tasks for clients.
• Going on runs for clients and staff when necessary.
• Maintaining studio cleanliness & etiquette.
• Completing projects dictated by studio management as directed.
• Maintaining a positive attitude, enthusiasm, and willingness to be as effective as possible.

Skills & Qualifications

• Some type of educational training in audio engineering.
• Knowledge and experience in Pro Tools.
• Troubleshooting equipment & signal flow.
• Excellent time management & organization skills.

DISCLAIMER(S):

*THIS IS AN UNPAID INTERNSHIP, WITH THE POTENTIAL FOR FUTURE EMPLOYMENT.*

*WE ARE SPECIFICALLY LOOKING FOR INTERNS WHO WORK WITH RECORDING ARTISTS, FILM/TV/LIVE SOUND ENGINEERS ARE NOT IDEAL CANDIDATES.*