We need to output HTML fragment with sections: h3 headings for sections present: About the role? The posting includes a description paragraph after "Job Description:" maybe treat as About the role. Responsibilities list. Education & Citizenship Requirements maybe as Requirements or Qualifications. Skills list. Benefits? Not given except "We hire experts and have superb benefits." but no specifics, so we should not create Benefits section because no specific benefits listed. Pay? Not specific, only "competitive salary/benefits package. Salary commensurate with experience and education." That's vague, not specific, so we should not create Pay section. Schedule? It says "Schedule: Full Time". That's a schedule detail. Should we create Schedule section? The rule: include a section ONLY when posting has real, specific content for it — never emit a heading followed by filler/placeholder text (e.g., "commensurate with experience", "not specified", "N/A", "varies", "TBD") and never create Pay/Schedule/Benefits sections unless the posting actually states them. Here schedule is stated: Full Time. That's specific enough? It's not vague like "varies". It's a concrete schedule. So we can include Schedule section with that info. Location also given but not a heading; we can fold into a short p.
We must not repeat job title as heading. No Job ID.
We must remove boilerplate: EEO, equal-opportunity, scam-warning, application instructions (Apply Online button). Also remove duplicated lines.
We need to preserve all substantive information.
Let's extract content:
Job Description paragraph: "AVNIK has an immediate opportunity for a Data Scientist or Software Developer to provide analysis using US Government Modeling & Simulation (M&S) tools for sustainment engineering to the CCDC AvMC. Expertise with Python is required. HS+4 yrs of experience, BS+0Yrs of Experience or MS+0Yrs of Experience. At AVNIK, we're different! Quality of life is non-negotiable. We work smart and have a blast doing it. We hire experts and have superb benefits. As a member of our engineering team, you'll be challenged with conducting sustainment analysis for Government weapon systems. You'll use your interpersonal skills to develop lasting relationships with internal and external organizations and stakeholders. Come strive in a fast-paced environment while learning and growing in the field of engineering. The candidate will be working as part of an engineering team providing engineering support in logistics, sustainment, and procurement analysis. Ability to identify, research, and analyze data sources/databases to define and extract critical information for engineering analysis. It is essential for the candidate to establish and maintain close relationships with internal AvMC personnel. Candidates must clearly express ideas and concepts, perform as part of a multi-disciplinary team/IPTs/Working Groups, and operate fluidly in a multi-tasking environment."
That's prose.
Responsibilities list: bullet points after "Responsibilities". Let's list them:
- Interface with customers to define M&S requirements.
- Develop software pipelines to manage M&S environment.
- Provide charts, graphs, data analysis and technical/engineering results to leadership and customers.
- Interpret M&S results for customer briefing development.
- Prepare and present briefings on analysis, current tasks, schedules, and goals.
- Provide technical analysis on Army platform logistics and sustainment key performance metrics.
- Provide input to team on discussion of technical issues, tasks, briefings, goals, potential funding, etc.
- Resolve technical M&S issues through debugging, research, and investigation.
- Manage workload across multiple projects/tasks and meet delivery schedules.
- Ability to work independently with self-motivation
- Professional communication skills demonstrated on a daily basis.
Education & Citizenship Requirements: "Bachelor’s degree from an accredited college/university in Computer Science, Data Science, Engineering (Industrial, Electrical, Mechanical, Systems, etc), Applied Mathematics, or related technical field is required and 0+ years of experience. MS degree is equal to 2 yrs of experience. Hight School (HS) + 4 yrs of experience may be considered in lieu of education. Advanced degree is a plus. Candidate must be a US Citizen."
Also later: "Candidates must be able to obtain and maintain a SECRET security clearance" etc. That's under Additional Requirements.
Skills list: "Required Skills" bullet list.
Let's extract required skills bullet list:
- Advanced Python software development skills (Pandas, NumPy, Matplotlib, SciPy, SQLite 3, Native data structures in Python: Nested Lists, Nested Dictionaries)
- Object-Oriented Programming (OOP)
- Strong written and verbal communication skills are mandatory
- Advanced skills with Microsoft Excel spreadsheets is mandatory
- Experience working with databases using SQL queries
- Familiarization with Statistical Methods, Analysis and theory (Linear Regression, Confidence Intervals)
- Familiarization with M&S theory (Stochastic, Deterministic, Monte Carlo, Heuristic, Discrete Event)
- Advanced skills with MS Office (PowerPoint)
- Ability to clean and parse large and complex data sets
- Self-starter, independent worker, strong work ethic
- Excellent communication, teamwork, and problem-solving skills; ability to clearly communicate in discussions and written documents, and to deliver regular updates and feedback clearly and tactfully is essential.
- Candidates must be able to obtain and maintain a SECRET security clearance
Desired Skills: bullet list:
- Experience conducting statistical analysis - Excel and Python (Pandas)
- Experience with Integrated Development Environment (IDE) - VS Code, other
- Model Based Systems Engineering (MBSE) – Magic Draw, Cameo
- Experience writing technical reports and developing customers briefings
Additional Requirements: bullet list maybe:
- Ability to successfully complete Background Investigation to include: 50 State Criminal, Education, Employment, Credit and Driving Records Checks for continued employment.
- Must be able to obtain a SECRET security clearance.
- Possession of an INTERIM SECRET security clearance is required to begin employment; Ability to maintain a SECRET security clearance is required for continued employment; US Citizenship is Required.
We also have location: Huntsville, AL (Redstone Arsenal, AL) / On-Site
Schedule: Full Time
We need to output sections: maybe About the role (the initial paragraph), Responsibilities, Requirements (or Qualifications), Skills, Schedule (maybe also Location within a p). We should not create Benefits because not specific. Pay not specific.
We need to decide headings: About the role (maybe "About the role") for the initial descriptive paragraph. Responsibilities (h3). Requirements (maybe "Requirements" covering Education & Citizenship and Additional Requirements). Skills (h3) covering Required Skills and Desired Skills? Could separate Required and Desired but we can combine under Skills. Or we could have "Required Skills" and "Desired Skills" as subheadings but only h3 allowed for section headings; we could still use h3 for each but that may be many thin sections. Better to combine into one Skills section with two sublists: Required Skills and Desired Skills maybe using
or just separate with headings inside? But we must follow rules: use for section headings, - for any list of duties/requirements/benefits, and
for prose. It doesn't forbid using inside - . So we can have a Skills section with two lists: Required Skills and Desired Skills each preceded by a
or . That's okay.
We also need to include Schedule section with Full Time.
Location maybe in a after schedule or within same p.
We must not include application instructions like "Apply Online" button.
We must not include EEO etc.
Let's craft HTML.
Structure:
About the role
... paragraph ...
Responsibilities
Requirements
Education & Citizenship Requirements: ...
Additional Requirements: ...
maybe combine into one with sentences.
But we might want to list requirements as list? The rule: use
- for any list of duties/requirements/benefits. Requirements could be considered a list. However the education requirements are not a simple list but sentences. Could still be
. It's okay.
Better to have
Requirements
then containing education & citizenship and additional requirements.
Skills
Required Skills:
Desired Skills:
Schedule
Full Time, On‑Site in Huntsville, AL (Redstone Arsenal, AL)
We need to ensure we preserve all substantive information: include mention of US Citizenship, SECRET clearance, etc.
Let's extract exact text for each piece.
About the role paragraph: Let's copy the paragraph from "Job Description:" up to before "Responsibilities". The paragraph includes multiple sentences. We'll copy exactly as given but ensure we don't include extra fluff.
Original: "AVNIK has an immediate opportunity for a Data Scientist or Software Developer to provide analysis using US Government Modeling & Simulation (M&S) tools for sustainment engineering to the CCDC AvMC. Expertise with Python is required. HS+4 yrs of experience, BS+0Yrs of Experience or MS+0Yrs of Experience. At AVNIK, we're different! Quality of life is non-negotiable. We work smart and have a blast doing it. We hire experts and have superb benefits. As a member of our engineering team, you'll be challenged with conducting sustainment analysis for Government weapon systems. You'll use your interpersonal skills to develop lasting relationships with internal and external organizations and stakeholders. Come strive in a fast-paced environment while learning and growing in the field of engineering. The candidate will be working as part of an engineering team providing engineering support in logistics, sustainment, and procurement analysis. Ability to identify, research, and analyze data sources/databases to define and extract critical information for engineering analysis. It is essential for the candidate to establish and maintain close relationships with internal AvMC personnel. Candidates must clearly express ideas and concepts, perform as part of a multi-disciplinary team/IPTs/Working Groups, and operate fluidly in a multi-tasking environment."
We'll keep that.
Responsibilities list: copy each bullet exactly.
List:
- Interface with customers to define M&S requirements.
- Develop software pipelines to manage M&S environment.
- Provide charts, graphs, data analysis and technical/engineering results to leadership and customers.
- Interpret M&S results for customer briefing development.
- Prepare and present briefings on analysis, current tasks, schedules, and goals.
- Provide technical analysis on Army platform logistics and sustainment key performance metrics.
- Provide input to team on discussion of technical issues, tasks, briefings, goals, potential funding, etc.
- Resolve technical M&S issues through debugging, research, and investigation.
- Manage workload across multiple projects/tasks and meet delivery schedules.
- Ability to work independently with self-motivation
- Professional communication skills demonstrated on a daily basis.
Note: some bullets lack period at end; we can keep as is.
Requirements: Education & Citizenship Requirements text: "Bachelor’s degree from an accredited college/university in Computer Science, Data Science, Engineering (Industrial, Electrical, Mechanical, Systems, etc), Applied Mathematics, or related technical field is required and 0+ years of experience. MS degree is equal to 2 yrs of experience. Hight School (HS) + 4 yrs of experience may be considered in lieu of education. Advanced degree is a plus. Candidate must be a US Citizen."
Additional Requirements text: "Ability to successfully complete Background Investigation to include: 50 State Criminal, Education, Employment, Credit and Driving Records Checks for continued employment.Must be able to obtain a SECRET security clearance. Possession of an INTERIM SECRET security clearance is required to begin employment; Ability to maintain a SECRET security clearance is required for continued