Senior Data Science Practitioner

We need to output HTML fragment with headings

for sections: About the role, Responsibilities, Requirements, Qualifications, Skills, Benefits, Pay, Schedule. Only include sections that have real specific content. We must not repeat job title as heading. No Job ID etc. Remove boilerplate like EEO etc. Also remove duplicated lines, navigation, cookie, legal, EEO, scam-warning, application instructions. We need to preserve all substantive information. Let's parse the job posting. Job Summary: includes description about Delta Dental, mission, etc. That could be "About the role" or maybe "About the company". The instruction says use headings like About the role, Responsibilities, Requirements, Qualifications, Skills, Benefits, Pay, Schedule. So we need to map content accordingly. We have: - Job Summary: description of company and mission. Could go under "About the role" (or maybe "About the company"). - Position Description: leads domain-specific analytical data model development using SQL and dbt, supported by tools such as MS Excel and specialized data analysis languages and frameworks. - Primary Job Responsibilities: bullet list (but in paragraph with sentences separated by periods). We need to extract list items. - Minimum Requirements: includes education, experience, knowledge, etc. This could be split into Requirements, Qualifications, Skills. The instruction says we can have sections: Requirements, Qualifications, Skills. We need to decide what goes where. Typically Requirements = minimum education/experience; Qualifications = preferred qualifications; Skills = technical skills. But we must only create sections if there is real specific content. We have content for minimum requirements (education, experience). Also "preferred" master's degree etc. Also "working knowledge of version control, data testing, documentation, and any of SAS, R, or Python is preferred". Also "excellent communication skills...". Also "ability to collaborate in a team." So we can split. We need to avoid filler like "commensurate with experience". Not present. We must not include Benefits, Pay, Schedule unless posting actually states them. The posting does not mention benefits, pay, schedule. So we should NOT include those sections. Thus we will include sections: About the role, Responsibilities, Requirements, Qualifications, Skills. Possibly also "Job Summary" but we follow headings list. We need to use

for each section heading. Then under each, use

for prose,

• for lists. We must preserve ALL substantive information; do not invent or summarize away detail. So we need to include all details from the posting. Let's extract details. About the role: The job summary paragraph: "At Delta Dental of Michigan, Ohio, and Indiana we work to improve oral health through benefit plans, advocacy and community support, and we amplify this mission by investing in initiatives that build healthy, smart, vibrant communities. We are one of the largest dental plan administrators in the country, and are part of the Delta Dental Plans Association, which operates two of the largest dental networks in the nation. At Delta Dental, we celebrate our All In culture. It’s a mindset, feeling and attitude we wrap around all that we do – from taking charge of our careers, to helping colleagues and lending a hand in the community." We should keep that as prose under About the role. Responsibilities: The "Position Description" and "Primary Job Responsibilities". Let's combine. Position Description: "Leads domain-specific analytical data model development using SQL and dbt, supported by tools such as MS Excel and specialized data analysis languages and frameworks." Primary Job Responsibilities: list of statements: - Demonstrates deep understanding of insurance practice and specialized domains such as dentistry as it relates to business needs. - Contributes to the building of governed, reusable analytical data models by applying dimensional modeling and software engineering practices. - Demonstrates knowledge of sourcing data and applying scalable data modeling methods to address complex business challenges. - Leads and develops all aspects of domain research, analysis and shares findings with senior team members and other internal stakeholders. - Acts as a consultant and liaison to internal and external clients on reporting, analytical, or research issues. - Maintains and develops departmental data models and dbt pipelines to transform, store, and organize data. - Analyzes and troubleshoots data pipeline and database problems. - Collects, queries, manipulates, and validates large datasets, incorporating both internal and external data sources. - Works efficiently with both structured and unstructured data sources and identifies potential data quality problems, applies appropriate tests and validation, and understands their impact on downstream analytics. - Perform other related assigned duties as necessary to complete the Primary Job Responsibilities as described above. We need to put each as
• . Requirements: Minimum Requirements: "Position requires a bachelor's degree in Clinical or Core Sciences, Computer Science, Business Administration or related field with a master’s degree in data science, business analytics, analytics engineering, health informatics, or related field preferred and five years of experience working extensively with data, with relevant industry working experience in applying analytical data modeling methods to domain specific subject matter. Will accept any suitable combination or education, training or experience." We need to preserve that exactly. Could be a

  . Qualifications: maybe "Position requires advanced knowledge of insurance business, the claims processing system and other business applications; experience with data modeling tools including SQL, dbt, and MS Excel; working knowledge of version control, data testing, documentation, and any of SAS, R, or Python is preferred; excellent communication skills and the ability to clearly and concisely communicate complex information to a variety of audiences, both technical and non-technical; the ability to collaborate in a team." That seems like qualifications/skills. Could split: Qualifications = advanced knowledge of insurance business, claims processing system, other business applications; experience with data modeling tools including SQL, dbt, MS Excel; working knowledge of version control, data testing, documentation, and any of SAS, R, or Python is preferred. Skills = excellent communication skills, ability to clearly and concisely communicate complex information to various audiences, ability to collaborate in a team. But we need to ensure we don't create sections with filler. We have content for both. We could also combine Qualifications and Skills into one section if we want fewer sections. The instruction: "Prefer a few substantive sections over many thin ones." So maybe we combine Qualifications and Skills into one section called "Qualifications and Skills". But the allowed headings list includes Qualifications and Skills separately. We could still use both if we have content. But we might prefer to combine to avoid thin sections. However we have enough content for each. Let's see: Qualifications content: advanced knowledge of insurance business, claims processing system, other business applications; experience with data modeling tools including SQL, dbt, MS Excel; working knowledge of version control, data testing, documentation, and any of SAS, R, or Python is preferred. Skills content: excellent communication skills and the ability to clearly and concisely communicate complex information to a variety of audiences, both technical and non-technical; the ability to collaborate in a team. Both are substantive. Thus we can have sections: Qualifications and Skills. We must not include Benefits, Pay, Schedule. Now we need to output HTML fragment only, no /, no markdown fences. Thus output something like:

  About the role

  At Delta Dental of Michigan, Ohio, and Indiana we work to improve oral health through benefit plans, advocacy and community support, and we amplify this mission by investing in initiatives that build healthy, smart, vibrant communities. We are one of the largest dental plan administrators in the country, and are part of the Delta Dental Plans Association, which operates two of the largest dental networks in the nation. At Delta Dental, we celebrate our All In culture. It’s a mindset, feeling and attitude we wrap around all that we do – from taking charge of our careers, to helping colleagues and lending a hand in the community.

  Responsibilities

  • Leads domain-specific analytical data model development using SQL and dbt, supported by tools such as MS Excel and specialized data analysis languages and frameworks.
  • Demonstrates deep understanding of insurance practice and specialized domains such as dentistry as it relates to business needs.
  • Contributes to the building of governed, reusable analytical data models by applying dimensional modeling and software engineering practices.
  • Demonstrates knowledge of sourcing data and applying scalable data modeling methods to address complex business challenges.
  • Leads and develops all aspects of domain research, analysis and shares findings with senior team members and other internal stakeholders.
  • Acts as a consultant and liaison to internal and external clients on reporting, analytical, or research issues.
  • Maintains and develops departmental data models and dbt pipelines to transform, store, and organize data.
  • Analyzes and troubleshoots data pipeline and database problems.
  • Collects, queries, manipulates, and validates large datasets, incorporating both internal and external data sources.
  • Works efficiently with both structured and unstructured data sources and identifies potential data quality problems, applies appropriate tests and validation, and understands their impact on downstream analytics.
  • Perform other related assigned duties as necessary to complete the Primary Job Responsibilities as described above.

  Requirements

  Position requires a bachelor's degree in Clinical or Core Sciences, Computer Science, Business Administration or related field with a master’s degree in data science, business analytics, analytics engineering, health informatics, or related field preferred and five years of experience working extensively with data, with relevant industry working experience in applying analytical data modeling methods to domain specific subject matter. Will accept any suitable combination or education, training or experience.

  Qualifications

  • Advanced knowledge of insurance business, the claims processing system and other business applications.
  • Experience with data modeling tools including SQL, dbt, and MS Excel.
  • Working knowledge of version control, data testing, documentation, and any of SAS, R, or Python is preferred.

  Skills

  • Excellent communication skills and the ability to clearly and concisely communicate complex information to a variety of audiences, both technical and non-technical.
  • Ability to collaborate in a team.
  Check for any duplicated lines: we included Position Description as first responsibility item. That's okay. We need to ensure we didn't miss any substantive info: The job summary also had "Job Title: Senior Data Science Practitioner Number of Positions: 1 Location: Okemos, MI Location Specifics: Hybrid Position". We are told not to repeat job title as heading, and not to put Job ID/requisition numbers as headings — fold minor metadata into a short

  or drop it. Should we include location etc? The instruction: "do NOT put Job ID / requisition numbers as headings — fold minor metadata into a short

  or drop it." Location is minor metadata? Possibly we could include it in About the role paragraph? But we already have a paragraph about company. Could we add a short

  after About the role for location? The instruction says we can fold minor metadata into a short

  or drop it. It's not required to include, but we should preserve ALL substantive information. Location is substantive. So we should include it somewhere. Could add a

  under About the role after the company description: "Location: Okemos, MI (Hybrid). Number of positions: 1." Or we could incorporate into the About the role paragraph. Better to add a separate short

  after About the role. But we must not create a heading for it. So we can add a

  after the About the role paragraph. Similarly, we have "Job Summary:" repeated at start; we already used that content. We also have "Position Description:" we used as first responsibility. We need to ensure we didn't miss any other substantive info: The job summary also had "Job Summary: Job Title: Senior Data Science Practitioner Number of Positions: 1 Location: Okemos, MI Location Specifics: Hybrid Position Job Summary: At Delta Dental..."