Program Integrity Data Scientist II

1 day ago

Dayton, OH, United States CareSource Full time
Job Summary:

The Program Integrity Data Scientist II is responsible for developing, implementing, managing, and deploying in-depth analyses that meet the information needs associated with payment accuracy, anomaly detection, and Fraud, Waste, and Abuse (FWA).

Essential Functions:
  • Build concepts as algorithms that identify claims for pre- or post-pay intervention based on probability of fraud, waste, and abuse. Algorithms are implemented into production workflows for action: medical record request and audit, downcode adjustment, denial and remittance communication, etc.
  • Analyze and quantify claim payment issues and provide recommendations to mitigate identified program integrity risks.
  • Identify trends and patterns using standard corporate, processes, tools, reports and databases as well as leveraging other processes and data sources.
  • Conduct outcome analyses to determine impact and effectiveness of corporate program and payment integrity initiatives.
  • Collaborate on the examination and explanation of complex data relationships to answer questions identified either within the department or by other departments as it relates to payment accuracy, anomaly detection, and FWA.
  • Monitoring of and providing explanation of anomalies related to trends associated with the potential for Fraud Waste and Abuse across the corporate enterprise.
  • Collaborate with the Legal Department, generating data and analyses to support Legal proceedings.
  • Develop hypothesis tests and extrapolations on statistically valid samples to establish outlier behavior patterns and potential recoupment.
  • Create, maintain, and communicate an analytical plan for each project.
  • Mine and analyze large structured and unstructured datasets.
  • Employ wide range of data sources to develop algorithms for predicting risk and understanding drivers, detecting outliers, etc.
  • Develop visualizations that demonstrate the efficacy of developed algorithms.
  • Provide statistical validation and analysis of outcomes associated with clinical programs and interventions.
  • Collaborate with other teams to integrate with existing solutions.
  • Communicate results and ideas to key stakeholders.
  • Prepare code for operationalization of end-to-end model pipeline and deliverable for business consumption.
  • Perform any other job related duties as requested.
Education and Experience:
  • Bachelor's degree in Data Science, Mathematics, Statistics, Engineering, Computer Science, or a related field required
  • Equivalent years of relevant work experience may be accepted in lieu of required education
  • Three (3) years data analysis and/or analytic programming required
  • Experience with cloud services (such as Azure, AWS or GCP) and modern data stack (such as Databricks or Snowflakes) preferred
  • Healthcare experience required
Competencies, Knowledge and Skills:
  • Proficient in SQL and at least one of the following programming languages: Python / R / RAT STAT
  • Familiarity with SAS is preferred
  • Preferred beginner level of knowledge of developing reports or dashboards in Power BI or other business intelligence applications
  • Ability to perform advanced statistical analyses and techniques including t-tests, ANOVAs, z-tests, statistical extrapolations, non-parametric significance testing, and sampling methodologies
  • Working knowledge of predictive modeling and machine learning algorithms such as generalized linear models, non-linear supervised learning models, clustering, decision trees, dimensionality reduction and natural language processing
  • Proficient in feature engineering techniques and exploratory data analysis
  • Familiarity with optimization techniques and artificial intelligence methods
  • Ability to analyze large quantities of information and identify patterns, irregularities, and deficiencies
  • Knowledge of healthcare coding and billing processes, including CPT4, HCPCS, ICD-9, DRG and Revenue Codes preferred
  • Proficient with MS office (Excel, PowerPoint, Word, Access)
  • Demonstrated critical thinking, verbal communication, presentation and written communication skills
  • Ability to work independently and within a cross-functional team environment
Licensure and Certification:Working Conditions:
  • General office environment; may be required to sit or stand for extended periods of time
  • Up to 15% (occasional) travel to attend meetings, trainings, and conferences may be required


Compensation Range:
$81,400.00 - $130,200.00
CareSource takes into consideration a combination of a candidate's education, training, and experience as well as the position's scope and complexity, the discretion and latitude required for the role, and other external and internal data when establishing a salary level. In addition to base compensation, you may qualify for a bonus tied to company and individual performance. We are highly invested in every employee's total well-being and offer a substantial and comprehensive total rewards package.

Compensation Type (hourly/salary):
Salary

Organization Level Competencies
  • Fostering a Collaborative Workplace Culture
  • Cultivate Partnerships
  • Develop Self and Others
  • Drive Execution
  • Influence Others
  • Pursue Personal Excellence
  • Understand the Business


This job description is not all inclusive. CareSource reserves the right to amend this job description at any time. CareSource is an Equal Opportunity Employer. We are dedicated to fostering an environment of belonging that welcomes and supports individuals of all backgrounds.
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