Product Data Scientist (Data Labs)

We need to output HTML fragment with sections: headings

for sections like About the role, Responsibilities, Requirements, Qualifications, Skills, Benefits, Pay, Schedule. Only include sections if posting has real specific content. We need to parse the posting. Let's extract content: Intro: At Similarweb, we are revolutionizing... (company description). This could be "About the role" or maybe "About Similarweb". But we need sections: About the role, Responsibilities, Requirements, Qualifications, Skills, Benefits, Pay, Schedule. We need to decide what content belongs where. The posting includes: - Description of role: "We’re looking for a sharp and driven Product Data Scientist to join our fast - paced Data Labs team. As part of a high-performing group of analysts, you’ll handle complex, custom requests from some of the biggest names in the market, turning raw data into strategic, ad hoc insights. The work is intense and constantly evolving - it requires strong analytical skills and the ability to work independently under pressure. You’ll need to be curious, adaptable, and willing to dive deep to find answers where others might stop. If you thrive in a demanding environment and are excited by the opportunity to make a real impact, we want you on our team." That's about the role. - "What does the day-to-day of a Product Data Science (Data Labs) at Similarweb look like:" then bullet list (but not bullet, just sentences separated by periods). Let's extract responsibilities: - Building custom-made reports end to end - from meeting with the client and understanding their needs, to writing the code and setting up the report for ongoing delivery. - Apply your expertise in quantitative analysis and data mining to turn data into insights. - Conduct research and develop tools which will help answer client's’ business. questions by using Similarweb’s raw data sets and algorithms. - Partner with Engineering teams to establish an infrastructure to scale solutions. - Partner with Advisory Services team of Consultants to answer strategic business questions and deliver custom data products seamlessly That's responsibilities. - Requirements / Qualifications: "This Is The Perfect Job For Someone Who Has At least 2 years experience with SQL/pySpark for data analysis - MustExperience in Python scripting - MustExcellent verbal and communication skills in English - MustAWS Infrastructure experience - Big AdvantageWorking with clients - Big Advantage.Proficiency in Online Marketing/Online Services - AdvantageAt least 2 years work experience in Online/Tech Company - AdvantageTeam player, autodidact, fast learner with excellent analytical, research and business skills.Demonstrates initiative and a proactive mindset -MustExperienced in independently managing complex projects from start to finish.Have a Bachelor's in Statistics, Computer Science, Engineering, or related field.Master's degree - Big Advantage.Applicants must be authorized to work for any employer in the U.S. We are unable to sponsor or take over sponsorship of an employment Visa at this time.*" We need to separate Must vs Advantage. Let's list Must requirements: - At least 2 years experience with SQL/pySpark for data analysis - Experience in Python scripting - Excellent verbal and communication skills in English - Demonstrates initiative and a proactive mindset - Experienced in independently managing complex projects from start to finish - Have a Bachelor's in Statistics, Computer Science, Engineering, or related field - Applicants must be authorized to work for any employer in the U.S. (no sponsorship) Advantages / Big Advantage: - AWS Infrastructure experience - Big Advantage - Working with clients - Big Advantage - Proficiency in Online Marketing/Online Services - Advantage - At least 2 years work experience in Online/Tech Company - Advantage - Master's degree - Big Advantage - Team player, autodidact, fast learner with excellent analytical, research and business skills (maybe this is a skill but could be considered requirement; but it's phrased as "Team player, autodidact, fast learner with excellent analytical, research and business skills." Not marked Must or Advantage; could be considered a skill/qualification. We'll treat as a skill. Also "Demonstrates initiative and a proactive mindset -Must" we already captured. Now Benefits: "The base salary range for this position in the New York City area is $100,000 to $114,000, plus benefits, including: medical, dental, and vision insurance, 401K plan, potential equity, employee stock purchase plan, and paid sick and parental leave. The base salary range above is for the New York City area, and could vary for candidates in other locations." Also earlier: "At Similarweb, collaborating with our colleagues in the office creates a more connected, unified culture. Our best work is a product of our face-to-face collaboration, with the ability to work partially from home." That's about work arrangement (Schedule? maybe hybrid). Could be considered Schedule or Work arrangement. Also later: "Why You’ll Love Being a Similarwebber" includes many bullet points about product love, ideas, resources, perks, community, career growth, diversity. Those are more about benefits/culture. Could be included in Benefits section or maybe separate but we only have Benefits heading. We'll include relevant benefits: medical, dental, vision, 401K, equity, ESPP, paid sick/parental leave, plus culture perks: team outings, happy hours, career week, personalized coaching, learning solutions, etc. Also mention ability to work partially from home (hybrid). Also mention base salary range. We need to avoid boilerplate: EEO, legal, etc. The posting includes "We will handle your application and information related to your application in accordance with the Applicant Privacy Policy available here." That's boilerplate; remove. Also "At Similarweb, collaborating with our colleagues in the office creates a more connected, unified culture. Our best work is a product of our face-to-face collaboration, with the ability to work partially from home." That's not boilerplate; keep. Now we need to output HTML fragment with sections only if content present. We'll have:

About the role

... (company intro + role description)

Responsibilities

• ... each responsibility

Requirements

maybe separate Must and Advantage? But we have Requirements and Qualifications and Skills headings available. We could put Must under Requirements, Advantage under Qualifications, and Skills under Skills. Or combine. We have headings: About the role, Responsibilities, Requirements, Qualifications, Skills, Benefits, Pay, Schedule. We need to decide mapping. - About the role: intro + role description. - Responsibilities: day-to-day tasks. - Requirements: Must-have items. - Qualifications: Education, maybe Master's advantage? Could also include Bachelor's requirement. - Skills: Technical skills like SQL/pySpark, Python, AWS, etc. But we already have those in Requirements. Might be better to put technical skills under Skills, and soft skills under Requirements? However we must not invent sections if no content. We have content for each. Let's think: The posting includes both technical and soft skills. We could allocate: Requirements: Must-have (SQL/pySpark, Python, English communication, initiative, managing projects, Bachelor's, work authorization). Qualifications: Advantages (AWS, client work, Online Marketing, Online/Tech experience, Master's, team player/autodidact/fast learner/analytical/research/business skills). Also maybe "Team player, autodidact, fast learner with excellent analytical, research and business skills." could be under Skills. Skills: Could list technical skills: SQL/pySpark, Python, AWS, etc. But we already have them in Requirements/Qualifications. Might be redundant. Better approach: Use Requirements for Must, Qualifications for Advantage (including education), Skills for technical and soft skills list (maybe summarizing). But we need to avoid duplication. Let's parse the posting for distinct items: Must: - 2 years SQL/pySpark - Python scripting - Excellent verbal and communication skills in English - Demonstrates initiative and a proactive mindset - Experienced in independently managing complex projects from start to finish - Bachelor's in Statistics, Computer Science, Engineering, or related field - Authorized to work in US (no sponsorship) Advantage / Big Advantage: - AWS Infrastructure experience - Working with clients - Proficiency in Online Marketing/Online Services - At least 2 years work experience in Online/Tech Company - Master's degree - Team player, autodidact, fast learner with excellent analytical, research and business skills (maybe this is a skill but not marked Must/Advantage; we could treat as Skill) Also "Team player, autodidact, fast learner with excellent analytical, research and business skills." appears after Advantages list but before "Demonstrates initiative..." Actually the text: "Team player, autodidact, fast learner with excellent analytical, research and business skills.Demonstrates initiative and a proactive mindset -MustExperienced in independently managing complex projects from start to finish.Have a Bachelor's in Statistics, Computer Science, Engineering, or related field.Master's degree - Big Advantage.Applicants must be authorized to work for any employer in the U.S. We are unable to sponsor or take over sponsorship of an employment Visa at this time.*" So the "Team player..." is not marked Must or Advantage; it's just a statement. Could be considered a skill/quality. Thus we can put that under Skills. Now Benefits: medical, dental, vision, 401K, potential equity, employee stock purchase plan, paid sick and parental leave, plus culture perks: team outings, happy hours, career week, personalized coaching, learning solutions, ability to work partially from home (hybrid). Also base salary range. Pay: base salary range $100k-$114k (NYC). Could be under Pay heading. Schedule: ability to work partially from home (hybrid) maybe schedule. Also mention "collaborating with our colleagues in the office creates a more connected, unified culture. Our best work is a product of our face-to-face collaboration, with the ability to work partially from home." That's schedule/hybrid. Thus we can have:

Pay

The base salary range for this position in the New York City area is $100,000 to $114,000, plus benefits...

Benefits

• medical, dental, and vision insurance
• 401K plan
• potential equity
• employee stock purchase plan
• paid sick and parental leave
• team outings and happy hours
• career week, personalized coaching, ongoing learning solutions
• ability to work partially from home (hybrid)

But note that ability to work partially from home could also be under Schedule. However we can include it in Benefits as a perk. But we also need Schedule section if we have distinct schedule info. The posting only mentions ability to work partially from home; no specific schedule like hours. So we could put Schedule section with that info. But we must not create a Schedule section unless posting actually states them. It does state ability to work partially from home, which is schedule/flexibility. So we can have Schedule. Thus we could have:

Schedule

Ability to work partially from home (hybrid) with an emphasis on face-to-face collaboration in the office.

But we also have Benefits that includes ability to work partially from home; duplication. Better to keep schedule separate and not duplicate in Benefits. Let's decide: Benefits includes medical, dental, vision, 401K, equity, ESPP, paid sick/parental leave, team outings/happy hours, career week/coaching/learning solutions. Schedule includes hybrid work. Now we need to ensure we don't repeat