Data Scientist 1

We need to produce HTML fragment with sections: About the role, Responsibilities, Requirements, Qualifications, Skills, Benefits, Pay, Schedule. Only include sections that have real specific content. Must not repeat job title. Must not include Job ID etc. Must remove boilerplate like EEO, E-Verify, etc. Must preserve all substantive info. Let's parse the posting. Content: - Intro: "As our Data Scientist, you will act as an internal business consultant to help optimize every facet of this organization. You will solve problems and answer questions – using data – for other departments to help us reduce costs, reduce errors, and be a better organization for our 17 million members. Note: This is a hybrid role; the candidate must reside within a 100-mile radius of our Independence OH office and be available to work on-site 3 days a week on a regular basis, as well as 2–3 times per month for team meetings and collaboration days." - Then "What You’ll Do Every day, you will help solve business problems presented to us by stakeholders using data. You will get a scenario or problem, such as, “We need to reduce cycle times,” and then pull, analyze, and interpret data relevant to that scenario.You will pull data from SQL databases. You will analyze and interpret data using Python, R, or other tools. You will determine patterns or trends and their statistical significance to the problem. To visualize the data, you will use Tableau.Once you have done your analysis, paired with a data engineer, you will present your findings to the stakeholder and confirm, refute or simply acknowledge a hypothesis. Your work may be implemented or may develop into something else.This role is remote, but you must be able to report to the Costa Mesa, CA office for regular collaboration days." - Then "What You’ll Need To thrive in this role, you must have a solid foundation of statistics and data analysis. You must be able to describe a project where you pulled data, analyzed it, identified trends or patterns, determined significance, and delivered insights or recommendations to the business. What was your approach? What tools did you use and why? Did you get to the root cause of the issue? Did you confirm or refute a hypothesis? You must be able to speak to your involvement and decisions at each stage.For pulling data, we use SQL so you must be proficient with this tool. To curate and analyze data, we use a variety of languages and programs: Python, R, and even Excel. You can choose whatever tool helps you best, but you must be proficient in either Python or R.Excellent communication skills and an attitude of flexibility are a must. Very often, we get into the data and some aspect takes longer than we thought, or we have to pivot and change how we approach a problem. A dashboard works better than a model, perhaps. Then you have to explain to the stakeholder or the team why you made that change or why the deliverable is taking longer than expected. It’s all about being creative in your approach and communicating that frequently and clearly to people who may be less tech or data-savvy than you.You have worked previously with an Agile team or understand these concepts. You expect to participate in daily standup meetings, you’ll complete your projects or stories during our bimonthly sprints, and you’re ready to meet frequent deployment deadlines." - Then "- SH1 Remarkable benefits: Health coverage for medical, dental, vision 401(K) saving plans with company match AND Pension Tuition assistance Floating holidays and PTO for community volunteer programs Paid parental leave Wellness programs Employee discounts (membership, insurance, travel, entertainment, services and more!) Auto Club Enterprises is the largest club within the national AAA federation. We have nearly 17,000 employees in 24 states helping more than 18 million members. The strength of our organization is our employees. Bringing together and supporting different cultures, backgrounds, personalities, and strengths creates a team capable of delivering legendary, lifetime service to our members. When we embrace our diversity – we win. All of Us! With our national brand recognition, long-standing reputation since 1900, and constantly growing membership, we are seeking career-minded, service-driven professionals to join our team. "Through dedicated employees we proudly deliver legendary service and beneficial products that provide members peace of mind and value.” AAA is an Equal Opportunity Employer Our organization participates in E-Verify" We need to remove boilerplate: EEO, E-Verify, maybe the paragraph about Auto Club Enterprises etc? That's company description, maybe keep? The instruction: "Remove cookie/navigation/legal/EEO/equal-opportunity/scam-warning boilerplate, duplicated lines, and application instructions." The company description may be considered boilerplate? It's not legal/EEO but it's generic marketing. Might be considered boilerplate? The instruction says preserve ALL substantive information; do NOT invent or summarize away detail. The company description may be considered substantive? It's about the organization, maybe not needed for the role. However it's not explicitly required to keep. The sections we need: About the role, Responsibilities, Requirements, Qualifications, Skills, Benefits, Pay, Schedule. We need to map content. About the role: Could be the introductory paragraph describing role as internal business consultant, hybrid, location constraints, remote but need to report to Costa Mesa CA office for collaboration days. Also mention hybrid role: must reside within 100-mile radius of Independence OH office and be available on-site 3 days a week, plus 2-3 times per month for team meetings. Also note: This role is remote, but you must be able to report to the Costa Mesa, CA office for regular collaboration days. There's some contradictory: hybrid role with Independence OH office, but also remote with Costa Mesa CA office. We'll keep both. Responsibilities: The "What You’ll Do" section: solving business problems, pulling data from SQL, analyzing with Python/R/other tools, determining patterns/trends and statistical significance, visualizing with Tableau, presenting findings with data engineer, confirming/refuting hypothesis, work may be implemented or develop further. Requirements: Could be the "What You’ll Need" section: solid foundation of statistics and data analysis, ability to describe a project, etc. Also proficiency with SQL, proficiency in Python or R, excellent communication skills, flexibility, Agile experience, daily standup, bimonthly sprints, deployment deadlines. Qualifications: Might overlap with Requirements; but we can separate: maybe "Qualifications" for education/experience? Not explicitly given. Could treat "What You’ll Need" as Qualifications. But we need to follow instruction: include a section ONLY when posting has real, specific content for it. We have content for Responsibilities, Requirements (maybe Skills), Benefits. Pay and Schedule: Not explicitly given. There's mention of schedule: hybrid role, on-site 3 days a week, 2-3 times per month for team meetings. That's schedule info. So we can create a Schedule section with that detail. Pay: Not mentioned; we should not create Pay section. Benefits: The "- SH1 Remarkable benefits:" list includes health coverage, 401(k) with match, pension, tuition assistance, floating holidays, PTO for volunteer programs, paid parental leave, wellness programs, employee discounts. Also mention Auto Club Enterprises etc but that's company description; we can keep benefits list. Skills: Could be a separate section for technical skills: SQL, Python/R, Tableau, Agile, communication, flexibility. But we already have Requirements covering those. Might be better to have Skills section for technical/tools, and Requirements for experience/abilities. However we must not create thin sections. Let's see if we can combine. We have: - About the role: intro paragraph. - Responsibilities: What You’ll Do. - Requirements: What You’ll Need (foundation, ability to describe project, etc.) - Skills: Technical skills: SQL, Python/R, Tableau, Excel, Agile, communication, flexibility. - Benefits: list. - Schedule: hybrid details. We must not repeat job title. No markdown. We must output only HTML fragment. Let's craft. Use

for each section heading. Inside each, use

for prose,

• for lists. We need to preserve all substantive information; do not invent or summarize away detail. Let's extract exact sentences. About the role: "As our Data Scientist, you will act as an internal business consultant to help optimize every facet of this organization. You will solve problems and answer questions – using data – for other departments to help us reduce costs, reduce errors, and be a better organization for our 17 million members. Note: This is a hybrid role; the candidate must reside within a 100-mile radius of our Independence OH office and be available to work on-site 3 days a week on a regular basis, as well as 2–3 times per month for team meetings and collaboration days. This role is remote, but you must be able to report to the Costa Mesa, CA office for regular collaboration days." We can combine. Responsibilities: "Every day, you will help solve business problems presented to us by stakeholders using data. You will get a scenario or problem, such as, “We need to reduce cycle times,” and then pull, analyze, and interpret data relevant to that scenario. You will pull data from SQL databases. You will analyze and interpret data using Python, R, or other tools. You will determine patterns or trends and their statistical significance to the problem. To visualize the data, you will use Tableau. Once you have done your analysis, paired with a data engineer, you will present your findings to the stakeholder and confirm, refute or simply acknowledge a hypothesis. Your work may be implemented or may develop into something else." Requirements: "To thrive in this role, you must have a solid foundation of statistics and data analysis. You must be able to describe a project where you pulled data, analyzed it, identified trends or patterns, determined significance, and delivered insights or recommendations to the business. What was your approach? What tools did you use and why? Did you get to the root cause of the issue? Did you confirm or refute a hypothesis? You must be able to speak to your involvement and decisions at each stage. For pulling data, we use SQL so you must be proficient with this tool. To curate and analyze data, we use a variety of languages and programs: Python, R, and even Excel. You can choose whatever tool helps you best, but you must be proficient in either Python or R. Excellent communication skills and an attitude of flexibility are a must. Very often, we get into the data and some aspect takes longer than we thought, or we have to pivot and change how we approach a problem. A dashboard works better than a model, perhaps. Then you have to explain to the stakeholder or the team why you made that change or why the deliverable is taking longer than expected. It’s all about being creative in your approach and communicating that frequently and clearly to people who may be less tech or data-savvy than you. You have worked previously with an Agile team or understand these concepts. You expect to participate in daily standup meetings, you’ll complete your projects or stories during our bimonthly sprints, and you’re ready to meet frequent deployment deadlines." Skills: Could extract technical skills: SQL, Python, R, Tableau, Excel, Agile, communication, flexibility. But many already in Requirements. Might be redundant. Perhaps we can omit Skills section and put those under Requirements. However the instruction says prefer a few substantive sections over many thin ones. So we could combine Requirements and Skills into one section called "Requirements & Skills". But headings must be from list: About the role, Responsibilities, Requirements, Qualifications, Skills, Benefits, Pay, Schedule. We can choose to include Requirements and Skills separately if both have substantive content. But Skills would be thin if we just list tools. However we can elaborate: "You must be proficient with SQL, Python or R, Tableau, Excel; experience with Agile methodologies; strong communication and flexibility." That's substantive enough. Let's create Skills section with bullet list. Benefits: list from "- SH1 Remarkable benefits:" plus maybe the description about Auto Club Enterprises? That's company description