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As the Director of Nutrition Services, the RD will coordinate center meal services for two facilities to ensure kitchen standards are met according to current Kansas Department of Agriculture (KDA ...

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How much do kda jobs pay per hour?

As of Aug 15, 2026, the average hourly pay for kda in the United States is $26.34, according to ZipRecruiter salary data. Most workers in this role earn between $15.14 and $30.77 per hour, depending on experience, location, and employer.

What is a KDA?

KDA typically stands for 'Kills, Deaths, Assists' in gaming, but as a job title, it could refer to roles within a specific organization or government agency, such as the 'Karnataka Department of Agriculture' in India. In this context, KDA jobs are positions offered by the department, including administrative, technical, and field roles that support agricultural development, research, and farmer services. These jobs may require candidates to have agricultural knowledge, relevant degrees, and pass competitive exams or interviews. The positions can range from field officers and agricultural assistants to clerical and managerial posts.

What is the difference between Kda vs Game Analyst?

AspectKdaGame Analyst
Required CredentialsGaming experience, basic understanding of game mechanicsDegree in data analysis, statistics, or related field
Work EnvironmentGaming tournaments, online platforms, esports teamsResearch firms, gaming companies, esports organizations
Industry UsagePlayer performance metrics, in-game statisticsGame performance analysis, player behavior insights
Common Search/ComparisonPlayer stats, esports rolesData analysis, game performance

While Kda focuses on in-game performance metrics like kills, deaths, and assists, a Game Analyst interprets broader game data to improve gameplay, develop strategies, or enhance user experience. Both roles are vital in the gaming industry but serve different functions based on skills and objectives.

What are some common challenges faced by KDA professionals in maintaining data accuracy and compliance?

KDA professionals often encounter challenges in ensuring that data is accurately recorded and remains compliant with regulatory standards. This can include managing large volumes of documentation, dealing with frequent updates to guidelines, and coordinating with multiple departments to verify information. Attention to detail and strong communication skills are essential to catch discrepancies and implement best practices. Regular training and collaboration with compliance teams can help address these challenges effectively.

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

To thrive as a Key Data Analyst, you need strong analytical skills, statistical knowledge, and typically a degree in data science, statistics, or a related field. Proficiency with data analysis tools such as SQL, Python, R, and visualization platforms like Tableau or Power BI is commonly required. Excellent problem-solving, attention to detail, and effective communication skills help analysts interpret findings and present actionable insights to stakeholders. These skills are crucial for transforming complex data into valuable information that drives strategic business decisions.
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States with the most job openings for Kda jobs include:

Infographic showing various Kda job openings in the United States as of August 2026, with employment types broken down into 98% Full Time, and 2% Part Time. Highlights an 97% Physical, and 3% Remote job distribution, with an average salary of $54,791 per year, or $26.3 per hour.

Associate Director, Commercial AI and Advanced Analytics- Immunology

Bristol Myers Squibb

Princeton, NJ • On-site

Full-time

Medical, Dental, Vision, Life, Retirement, PTO

Re-posted 15 days ago


Bristol Myers Squibb rating

8.2

Company rating: 8.2 out of 10

Based on 51 frontline employees who took The Breakroom Quiz

32nd of 86 rated pharmaceutical


Job description

Working with Us
Challenging. Meaningful. Life-changing. Those aren't words that are usually associated with a job. But working at Bristol Myers Squibb is anything but usual. Here, uniquely interesting work happens every day, in every department. From optimizing a production line to the latest breakthroughs in cell therapy, this is work that transforms the lives of patients, and the careers of those who do it. You'll get the chance to grow and thrive through opportunities uncommon in scale and scope, alongside high-achieving teams. Take your career farther than you thought possible.

Bristol Myers Squibb recognizes the importance of balance and flexibility in our work environment. We offer a wide variety of competitive benefits, services and programs that provide our employees with the resources to pursue their goals, both at work and in their personal lives. Read more: careers.bms.com/working-with-us.

Summary:

The Associate Director, Commercial AI and Advanced Analytics is responsible for delivering advanced commercial measurement and decision intelligence across BMS brands and therapeutic areas. This role owns the design, execution, and operationalization of advanced Marketing Mix (MMx), causal, and optimization analytics that inform investment decisions, omnichannel strategy, and performance optimization.

This position is highly handson and executionfocused, combining strong technical depth in marketing analytics with the ability to translate complex modeling outputs into clear, actionable recommendations for Marketing, Brand, Omnichannel, Field, and Finance partners. The Associate Director operates within an enterprise analytics framework, aligning with TA Analytics Leads and centralized platforms while ensuring highquality, ontime delivery of insights that directly impact brand strategy and ROI. This role sits at the intersection of commercial strategy and cutting-edge AI - you'll help shape how BMS builds the next generation of always-on, agent-enabled measurement capabilities at scale.

Responsibilities:;

Deliver Advanced Marketing & Commercial Measurement

  • Own endtoend development and execution of advanced Marketing Mix (MMx) and Key Driver Analyses (KDA) to support brand planning, budget optimization, and performance assessment.
  • Apply advanced modeling techniques to quantify incremental impact across channels (sales force, digital, TV, congresses, patient programs).
  • Translate modeling outputs into clear business implications for brand strategy, media mix, and investment allocation.
  • Support annual brand planning, inyear optimization, and scenario analysis using MMx outputs.

Build & Operate Advanced MMx Capabilities

  • Design and run advanced MMx models using Bayesian, Huber, approaches, including:
    • Adstock and carryover modeling
    • Saturation and diminishing returns curves
    • Distributed lag and non-linear response functions
    • Crosschannel interaction effects
  • Develop scalable and repeatable MMx pipelines aligned with enterprise standards and automated platforms.
  • Partner with centralized teams to integrate MMx into selfservice and agentenabled analytics solutions.
  • Ensure models are explainable, auditable, and fit for use in a regulated pharmaceutical environment.

Agentic & AlwaysOn Insights Delivery

  • Contribute to the design and execution of agentic and alwayson insights capabilities that provide continuous decision support to Brand, Omnichannel, and Field teams.
  • Operationalize MMx, KDA, and causal models into alwayson analytics pipelines with defined refresh cadence, data quality checks, and monitoring.
  • Structure model outputs (drivers, sensitivities, scenarios, constraints) to be consumable by AIenabled decision tools and agentbased workflows.
  • Support "what changed / why" and forwardlooking recommendation logic using causal and driverbased methods.
  • Ensure transparency, lineage, and explainability from data model insight recommendation, with appropriate humanintheloop review.
  • Define and maintain the Key Business Questions (KBQ) framework and business context layer, bridge business intent with the underlying technical semantic layer.
  • Partner with centralized platform, engineering, and Hyderabad teams to define inputs, features, and guardrails for agentenabled insights.
  • Design insights to be rolebased, actionable, and embedded into brand planning, optimization, and omnichannel execution workflows
  • Drive adoption of agentic AI tools through role-based training, and structured feedback; serve as the primary business point of contact and channel user feedback into roadmap iteration.

Governance, Compliance & Quality

  • Adhere to data privacy, AI governance, and model validation standards (HIPAA, GDPR/CCPA, internal AI controls).
  • Maintain clear documentation of assumptions, methods, and limitations.
  • Participate in model reviews and audits with Legal, Privacy, and Governance stakeholders.

Stakeholder Partnership

  • Act as a trusted analytics partner to Brand, Marketing, Omnichannel, Field, and Finance teams.
  • Present insights in concise, businessfirst narratives suitable for brand leadership and planning forums.
  • Support TA Analytics Leads by sharing best practices, templates, and modeling approaches.

Qualifications:

  • Advanced degree in Statistics, Economics, Data Science, Operations Research, or a related quantitative field.
  • Minimum 5 years of experience in pharmaceutical commercial analytics, with direct ownership of MMx / MMM and causal analysis, or advanced ML models.
  • Proven experience supporting brand strategy, budget planning, and performance measurement.

Core Technical Skills

  • Handson expertise in advanced Marketing Mix Modeling, including:
    • Bayesian and hierarchical modeling frameworks
    • Adstock, lag, and saturation modeling
    • Nonlinear optimization and scenario simulation
  • Strong background in causal inference and incrementality measurement, such as:
    • Geoexperiments and matchedmarket tests
    • Synthetic control methods
    • Uplift / incremental response modeling
  • Proficiency in Python and/or R for statistical modeling, feature engineering, and automation.
  • Solid SQL skills and experience working with large, multisource pharma datasets.
  • Experience with cloud analytics platforms (e.g., Databricks, Snowflake) and production data pipelines.
  • Familiarity with MLOps, version control, and model lifecycle management.
  • Ability to translate analytical requirements into agent specifications, KBQ frameworks, and context layer definitions
  • Experience leading or executing UAT for analytics or AI-enabled platforms, including test plan design, execution, and stakeholder coordination

Domain & Platform Knowledge

  • Strong understanding of pharma commercial data (claims, APLD, specialty pharmacy, promotional, and digital engagement data).
  • Experience integrating analytics with BI tools and decision workflows.
  • Exposure to AIenabled or automated analytics platforms is a plus (agentic systems not required but beneficial).
  • Demonstrated ability to drive end-user adoption of new analytics or AI tools through training, enablement, and change management

Soft Skills

  • Ability to explain complex models and uncertainty to nontechnical stakeholders.
  • Strong collaboration skills across matrixed teams.
  • Detailoriented, with a focus on quality, reliability, and business impact.
  • Agile mindset, with the ability to iterate quickly, reprioritize effectively.
  • Comfortable working with ambiguity, able to make sound analytical and business judgments when problem definitions, data, or requirements are not fully defined
  • Product-minded analytical thinker, able to bridge the gap between analytical rigor and user experience design

If you come across a role that intrigues you but doesn't perfectly line up with your resume, we encourage you to apply anyway. You could be one step away from work that will transform your life and career.

Compensation Overview:

Princeton - NJ - US: $167,540 - $203,013

The starting compensation range(s) for this role are listed above for a full-time employee (FTE) basis. Additional incentive cash and stock opportunities (based on eligibility) may be available. The starting pay rate takes into account characteristics of the job, such as required skills, where the job is performed, the employee's work schedule, job-related knowledge, and experience. Final, individual compensation will be decided based on demonstrated experience.
Eligibility for specific benefits listed on our careers site may vary based on the job and location. For more on benefits, please visit https://careers.bms.com/life-at-bms/.

Benefit offerings are subject to the terms and conditions of the applicable plans in effect at the time and may require enrollment. Our benefits include:

  • Health Coverage: Medical, pharmacy, dental, and vision care.

  • Wellbeing Support: Programs such as BMS Well-Being Account, BMS Living Life Better, and Employee Assistance Programs (EAP).

  • Financial Well-being and Protection: 401(k) plan, short- and long-term disability, life insurance, accident insurance, supplemental health insurance, business travel protection, personal liability protection, identity theft benefit, legal support, and survivor support.

Work-life benefits include:

Paid Time Off

  • US Exempt Employees: flexible time off (unlimited, with manager approval, 11 paid national holidays (not applicable to employees in Phoenix, AZ, Puerto Rico or Rayzebio employees)

  • Phoenix, AZ, Puerto Rico and Rayzebio Exempt, Non-Exempt, Hourly Employees: 160 hours annual paid vacation for new hires with manager approval, 11 national holidays, and 3 optional holidays

Based on eligibility*, additional time off for employees may include unlimited paid sick time, up to 2 paid volunteer days per year, summer hours flexibility, leaves of absence for medical, personal, parental, caregiver, bereavement, and military needs and an annual Global Shutdown between Christmas and New Years Day.

All global employees full and part-time who are actively employed at and paid directly by BMS at the end of the calendar year are eligible to take advantage of the Global Shutdown.

*Eligibility Disclosure: The summer hours program is for United States (U.S.) office-based employees due to the unique nature of their work. Summer hours are generally not available for field sales and manufacturing operations and may also be limited for the capability centers. Employees in remote-by-design or lab-based roles may be eligible for summer hours, depending on the nature of their work, and should discuss eligibility with their manager. Employees covered under a collective bargaining agreement should consult that document to determine if they are eligible. Contractors, leased workers and other service providers are not eligible to participate in the program.

Uniquely Interesting Work, Life-changing Careers
With a single vision as inspiring as "Transforming patients' lives through science ", every BMS employee plays an integral role in work that goes far beyond ordinary. Each of us is empowered to apply our individual talents and unique perspectives in a supportive culture, promoting global participation in clinical trials, while our shared values of passion, innovation, urgency, accountability, inclusion and integrity bring out the highest potential of each of our colleagues.

On-site Protocol

BMS has an occupancy structure that determines where an employee is required to conduct their work. This structure includes site-essential, site-by-design, field-based and remote-by-design jobs. The occupancy type that you are assigned is determined by the nature and responsibilities of your role:

Site-essential roles require 100% of shifts onsite at your assigned facility. Site-by-design roles may be eligible for a hybrid work model with at least 50% onsite at your assigned facility. For these roles, onsite presence is considered an essential job function and is critical to collaboration, innovation, productivity, and a positive Company culture. For field-based and remote-by-design roles the ability to physically travel to visit customers, patients or business partners and to attend meetings on behalf of BMS as directed is an essential job function.

Supporting People with Disabilities

BMS is dedicated to ensuring that people with disabilities can excel through a transparent recruitment process, reasonable workplace accommodations/adjustments and ongoing support in their roles. Applicants can request a reasonable workplace accommodation/adjustment prior to accepting a job offer. If you require reasonable accommodations/adjustments in completing this application, or in any part of the recruitment process, direct your inquiries to adastaffingsupport@bms.com. Visit careers.bms.com/eeo-accessibility to access our complete Equal Employment Opportunity statement.

Candidate Rights

BMS will consider for employment qualified applicants with arrest and conviction records, pursuant to applicable laws in your area.

If you live in or expect to work from Los Angeles County if hired for this position, please visit this page for important additional information:https://careers.bms.com/california-residents/

Data Protection

We will never request payments, financial information, or social security numbers during our application or recruitment process. Learn more about protecting yourself at https://careers.bms.com/fraud-protection.

Any data processed in connection with role applications will be treated in accordance with applicable data privacy policies and regulations.


What Bristol Myers Squibb employees say

Pay

Benefits

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Workplace

Get the full story on Breakroom


Bristol-Myers Squibb logo

About Bristol-Myers Squibb

Sourced by ZipRecruiter

Bristol-Myers Squibb is a world-renowned global Biopharmaceutical company headquartered in New York, NY, US. Established in 1887, the company has more than 130 years’ worth of history dedicated to discovering, developing, and delivering innovative medicines that help patients prevail over serious diseases. The company operates in the healthcare industry and thrives on providing a range of pharmaceutical products and services for various medical fields, like oncology, cardiovascular diseases, and immunoscience. Notably, Bristol-Myers Squibb is known for its commitment to relentless research and innovative drug development, which has led to breakthroughs like Opdivo, one of the first immunotherapies.

Industry

Scientific research and development services and pharmaceutical and medicine manufacturing

Company size

10,000+ Employees

Headquarters location

New York, NY, US