Data Engineer, Synthetic Data Generation

CenterWell Primary Care$80K — $110K *
US-AnywhereRemote in Frisco, TX
Healthcare
Less than 5 years of experience
Job Overview by Ladders

Qualifications

  • Bachelor's degree in Computer Science, Information Systems, or related field.
  • 3+ years experience with SQL, relational databases, and data modeling.
  • Experience working with EDI/X12 healthcare transactions (834, 837 preferred).
  • Familiarity with synthetic data generation tools such as GenRocket (1+ years preferred).
  • Understanding of data governance and security standards.

Responsibilities

  • Design and generate synthetic member data aligned with healthcare business rules.
  • Manage parsing, validation, and reconciliation of ANSI X12 transactions.
  • Oversee the end-to-end synthetic data lifecycle from design to validation.
  • Ensure data integrity and alignment with business and regulatory requirements.
  • Collaborate with business partners to translate requirements into data solutions.

Benefits

  • Medical, dental, and vision benefits
  • 401(k) retirement savings plan
  • Paid time off, including holidays and volunteer time off
  • Short-term and long-term disability insurance
  • Life insurance and other wellness opportunities.
Full Job Description
The Data Engineer (Software Engineer 2) at Humana is responsible for designing, generating, and validating high-quality artificial member data to support testing, analytics, and system integration. You will build synthetic data scenarios using tools such as GenRocket, ensuring alignment with complex healthcare business rules, membership processes, and data models. The Data Engineer 2 oversees the end-to-end data lifecycle-from EDI intake through transformation, validation, and integration into downstream platforms-ensuring data integrity, accuracy, and usability.

You will collaborate with business and technical partners to deliver reliable, compliant, and test-ready data assets, while identifying opportunities to improve data generation, validation, and integration processes. You will operate within Humana's enterprise data governance, security, and architectural standards.

You will report to an Associate Director of Technology Leadership.

This role may require occasional travel into one of our hub locations; Tower Hall Park office, Dallas TX or Waterside Building, Louisville KY. Candidates residing near or within 50 miles of one of the hub locations are preferred.

The Data Engineer (Software Engineer 2) collaborates with teams to design, build, and maintain scalable data solutions. You will have a specialized focus on synthetic member data generation, EDI processing, and data validation. The goal of these efforts is to support Humana's business strategies. You will ensure data is accurate, testable, and aligned with enterprise standards for reliability, accessibility, and security.

EDI / X12 Data Management
  • Manage, parse, validate, and reconcile ANSI X12 transactions, including:
    • 834 (Enrollment)
    • 837 (Claims)
    • Additional formats supporting dental and vision lines of business
  • Ensure accurate ingestion and transformation of EDI data into internal systems.


Synthetic Data Design & Generation
  • Design and execute test scenarios to generate synthetic member data using GenRocket, aligning with healthcare business rules and domain requirements.
  • Leverage knowledge of membership data, enrollment processes, and downstream impacts to ensure artificial data is realistic and fit for purpose.
  • Oversee end-to-end synthetic data lifecycle, from initial design through deployment and validation.


Data Validation & Quality Assurance
  • Validate artificial data for completeness, integrity, and alignment with data models and business rules.
  • Identify and resolve data anomalies prior to system integration.
  • Ensure generated data meets testing, regulatory, and operational requirements.


Data Integration & Pipeline Execution
  • Load generated and transformed data into enterprise platforms and data warehouses.
  • Monitor ingestion processes and verify successful processing across systems.
  • Develop and maintain data pipelines supporting integration, transformation, and delivery of datasets.


SQL & Data Analysis
  • Use SQL to query, analyze, and manipulate data for validation, testing, troubleshooting, and reporting.
  • Investigate data discrepancies and perform root cause analysis using SQL and supporting tools.


Collaboration & Delivery
  • Partner with business stakeholders, QA teams, architects, and engineers to ensure data aligns with test case requirements and system needs.
  • Translate business requirements into technical data solutions.


Required Qualifications
  • Bachelor's degree in Computer Science, Information Systems, or related field.
  • 3+ years experience with SQL, relational databases, and data modeling.
  • Experience working with EDI/X12 healthcare transactions (834, 837 preferred).
  • Travel up to 10% into one of our hub offices as business requires.


Preferred Qualifications
  • Experience in healthcare domains, membership, enrollment, claims, dental, or vision data.
  • 1 or more years of experience with synthetic data generation tools (e.g., GenRocket) or similar frameworks.
  • Hands-on experience with data integration and ETL tools (e.g., Informatica, Spark, and Python).
  • Knowledge of data warehousing and cloud platforms.
  • Experience with test data management (TDM) practices.
  • Understanding of data governance and security standards.


Use your skills to make an impact

Additional Information

Work-At-Home Requirements:

To ensure Home or Hybrid Home/Office associates' ability to work effectively, the self-provided internet service of Home or Hybrid Home/Office associates must meet the following criteria:
• At minimum, a download speed of 25 Mbps and an upload speed of 10 Mbps is recommended; wireless, wired cable or DSL connection is suggested.
• Satellite, cellular and microwave connection can be used only if approved by leadership.
• Associates who live and work from Home in the state of California, Illinois, Montana, or South Dakota will be provided a bi-weekly payment for their internet expense.
• Humana will provide Home or Hybrid Home/Office associates with telephone equipment appropriate to meet the business requirements for their position/job.
• Work from a dedicated space lacking ongoing interruptions to protect member PHI / HIPAA information.

Interview Format:

As part of our hiring process for this opportunity, we will be using exciting interviewing technology called HireVue to enhance our hiring and decision-making ability. HireVue allows us to quickly connect and gain valuable information for you pertaining to your relevant skills and experience at a time that is best for your schedule.

If you are selected for a first-round interview, you will receive an email correspondence inviting you to participate in a HireVue interview. In this interview, you will receive a set of interview questions you may answer via by phone or computer, and you will provide recorded or text message responses to each question. Some of the questions may require longer responses and using a computer vs phone to type responses may work best. You should anticipate this interview to take about 15-20 minutes. Your recorded interview will be reviewed, and you will subsequently be informed if you will be moving forward to next round of interviews.

Travel: While this is a remote position, occasional travel to Humana's offices for training or meetings may be required.

Scheduled Weekly Hours

40

Pay Range

The compensation range below reflects a good faith estimate of starting base pay for full time (40 hours per week) employment at the time of posting. The pay range may be higher or lower based on geographic location and individual pay will vary based on demonstrated job related skills, knowledge, experience, education, certifications, etc.

$80,900 - $110,300 per year

This job is eligible for a bonus incentive plan. This incentive opportunity is based upon company and/or individual performance.

Description of Benefits
Humana, Inc. and its affiliated subsidiaries (collectively, "Humana") offers competitive benefits that support whole-person well-being. Associate benefits are designed to encourage personal wellness and smart healthcare decisions for you and your family while also knowing your life extends outside of work. Among our benefits, Humana provides medical, dental and vision benefits, 401(k) retirement savings plan, time off (including paid time off, company and personal holidays, volunteer time off, paid parental and caregiver leave), short-term and long-term disability, life insurance and many other opportunities.

About CenterWell Primary Care

CenterWell Primary Care Careers

Joining CenterWell Primary Care presents an unparalleled opportunity to advance one's career in a leading healthcare organization that is dedicated to innovation and quality care. CenterWell Primary Care is actively seeking professionals who are passionate about making a difference in the healthcare industry.

Explore Job Opportunities

CenterWell Primary Care offers a variety of job opportunities that enable professionals to grow their careers in an environment that values leadership and diversity. The company is committed to fostering a culture where innovation thrives and leadership skills are honed.

Professional Growth and Development

At CenterWell Primary Care, career growth is a priority. The company supports professional development through comprehensive training programs and opportunities for advancement. Employees are encouraged to expand their skills and knowledge, positioning themselves as leaders in the healthcare sector.

Diversity and Inclusion

CenterWell Primary Care is dedicated to creating a diverse and inclusive workplace. The company believes that diversity training and an inclusive culture are key to innovation and the delivery of exceptional care. Employees from various backgrounds bring unique perspectives that enhance the team's performance and patient outcomes.

Benefits and Culture

Employees at CenterWell Primary Care enjoy a range of benefits designed to support their professional and personal lives. The company's culture is centered on teamwork, respect, and integrity, providing a solid foundation for personal growth and job satisfaction.

Internship Programs

For those starting their career, CenterWell Primary Care offers internship programs that provide hands-on experience in the healthcare field. Interns gain valuable insights and skills, which are crucial for building a successful career in healthcare.

Hiring Process

The hiring process at CenterWell Primary Care is designed to identify candidates who are not only skilled but also passionate about making a difference in healthcare. Prospective employees can expect a thorough interview process where they can showcase their skills and learn more about the company's mission and values.

Networking and Professional Opportunities

CenterWell Primary Care encourages its team to engage in networking opportunities within and beyond the company. This engagement fosters professional connections and collaborative opportunities that can lead to innovative solutions and enhanced patient care.

Join the Team

CenterWell Primary Care is looking for curious, creative, and solution-driven team players. Search open positions that match your skills and interests on the CenterWell Primary Care Jobs page. Tailor your resume to reflect your expertise and prepare for a career that promises both professional and personal growth.

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