Senior Data Scientist
for section headings (e.g., About the role, Responsibilities, Requirements, Qualifications, Skills, Benefits, Pay, Schedule). Use - for any list of duties/requirements/benefits, and
for prose. Do NOT repeat the job title as a heading. Do NOT put Job ID / requisition numbers as headings — fold minor metadata into a short
or drop it. Preserve ALL substantive information; do NOT invent or summarize away detail. Remove cookie/navigation/legal/EEO/equal-opportunity/scam-warning boilerplate, duplicated lines, and application instructions. IMPORTANT: include a section ONLY when the 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. Prefer a few substantive sections over many thin ones.
We need to extract sections: About the role (intro paragraph), Responsibilities (list), Qualifications (list), maybe Skills (some could be part of qualifications). Benefits: they mention "Capstone offers 100% Company Provided Medical, Dental, and Vision Insurance as part of our top-notch benefits package." That's a benefit statement. So we can have Benefits section with that. Pay: not mentioned. Schedule: not mentioned. So we omit Pay and Schedule.
We need to avoid duplication. Also need to remove boilerplate like "Capstone Research Corporation is seeking to expand our team..." That's part of about the role. Also "We are a customer-oriented engineering services company providing world-class research and development support to the Department of War (DoW) including the Army, Navy, Air Force, Marines, Missile Defense Agency, and the Office of the Secretary of War." That's also about the role.
We need to preserve all substantive info. Let's parse.
Full posting:
**Senior Data Scientist** Capstone Research Corporation is seeking to expand our team. We are a customer-oriented engineering services company providing world-class research and development support to the Department of War (DoW) including the Army, Navy, Air Force, Marines, Missile Defense Agency, and the Office of the Secretary of War. We pride ourselves on providing high-level engineering in a customer-oriented, ethical approach. Capstone offers 100% Company Provided Medical, Dental, and Vision Insurance as part of our top-notch benefits package. We have an immediate opening for a Senior Data Scientist in our Huntsville, AL office to support the development of next-generation defense capabilities through mission-focused operational analysis, technical studies, and solution architecture. Working closely with Department of War (DoW) customers, the successful candidate will analyze complex multi-domain operational challenges, develop innovative concepts and requirements, and evaluate mission-level solutions that improve command and control, integrated fires, and decision superiority across joint and coalition operations.
Key Responsibilities
Develop and maintain scalable RAG pipelines that integrate vector search, retrieval systems, and cyber domainspecific information sources.
Ensure models can process large volumes of logs, indicators of compromise (IOCs), and behavioral telemetry to predict emerging cyber risks.
Continuously refine embeddings, indexing strategies, and retrieval mechanisms for accuracy, latency, and completeness.
Design, develop, and execute cyber analysis and assessment plans, procedures, and analytical methodologies for DoW programs.
Develop automated analysis tools using MATLAB, Python, and related scripting languages to process, analyze, and visualize large volumes of cyber and system performance data.
Develop metrics, dashboards, and reports that communicate test results, operational effectiveness, and technical findings to government stakeholders.
Analyze system logs, network traffic, telemetry, and sensor data to identify trends, anomalies, and indicators of cyber threats.
Collaborate with software developers, systems engineers, cyber engineers, and government customers to define developmental assessment objectives and validate system performance.
Support modeling, simulation, and analytical activities to assess cyber impacts on mission effectiveness.
Prepare technical documentation including test plans, procedures, analysis reports, briefings, and recommendations.
Participate in design reviews, technical interchange meetings, and customer briefings.
Support continuous improvement of cyber testing methodologies, automation frameworks, and analytical capabilities.
Qualifications
Bachelor's degree in Computer Science, Cybersecurity, Computer Engineering, Electrical Engineering, Mathematics, Data Science, Systems Engineering, or a related technical discipline.
Equivalent combinations of education, military experience, and directly relevant professional experience will be considered.
Minimum 5 years of professional experience supporting AI development, cyber testing, cybersecurity analysis, systems analysis, software testing, or related DoW technical programs.
Demonstrated proficiency with data analysis, algorithm development, or engineering analysis.
Programming experience using for automation, scripting, data processing, and analytical tool development.
Experience working with relational databases and SQL, including data extraction, manipulation, and reporting.
Strong understanding of statistical analysis, quantitative methods, and analytical techniques.
Experience analyzing large datasets and presenting technical findings using charts, visualizations, and technical reports.
Familiarity with cyber assessment methodologies, cybersecurity principles, and netwo k architectures.
Experience working in Linux and Windows environments.
Strong written and verbal communication skills with the ability to present technical information to both technical and non-technical audiences.
Ability to work independently while contributing effectively within multidisciplinary engineering teams.
Active Secret security clearance.
Desired Qualifications
TS/SCI security clearance or current SCI eligibility.
Master's degree in Cybersecurity, Computer Science, Data Analytics, Systems Engineering, or a related field.
[] (some weird tag)
We need to output HTML fragment with sections: About the role (intro paragraph), Responsibilities (ul), Qualifications (ul), Benefits (ul or p). Possibly also Skills? But we can incorporate skills within qualifications. The instruction says use headings like About the role, Responsibilities, Requirements, Qualifications, Skills, Benefits, Pay, Schedule. We can choose which sections have content. We have About the role, Responsibilities, Qualifications, Benefits. Could also have Skills but we can embed within Qualifications. Better to keep few substantive sections.
We need to ensure we don't create empty sections. So we will output:
About the role
... (intro paragraph)
Responsibilities
- ...
...
Qualifications
- ...
...
Benefits
Capstone offers 100% Company Provided Medical, Dental, and Vision Insurance as part of our top-notch benefits package.
We need to preserve all substantive info. Let's extract the intro paragraph exactly as in posting (maybe combine sentences). The intro includes: "Capstone Research Corporation is seeking to expand our team. We are a customer-oriented engineering services company providing world-class research and development support to the Department of War (DoW) including the Army, Navy, Air Force, Marines, Missile Defense Agency, and the Office of the Secretary of War. We pride ourselves on providing high-level engineering in a customer-oriented, ethical approach. Capstone offers 100% Company Provided Medical, Dental, and Vision Insurance as part of our top-notch benefits package. We have an immediate opening for a Senior Data Scientist in our Huntsville, AL office to support the development of next-generation defense capabilities through mission-focused operational analysis, technical studies, and solution architecture. Working closely with Department of War (DoW) customers, the successful candidate will analyze complex multi-domain operational challenges, develop innovative concepts and requirements, and evaluate mission-level solutions that improve command and control, integrated fires, and decision superiority across joint and coalition operations."
We should keep that as prose. However note that the benefits sentence appears also in intro; we might duplicate if we also have Benefits section. The instruction says preserve ALL substantive information; we can keep it in both places? Might be duplication but okay. However we could move the benefits sentence to Benefits section and remove from intro to avoid duplication. But we need to preserve all info; we can keep it in Benefits section and not repeat in intro. The intro currently includes that sentence; we could edit it out to avoid duplication but still preserve the info via Benefits section. The instruction: "Preserve ALL substantive information; do NOT invent or summarize away detail." It doesn't forbid removing duplication? It says remove duplicated lines. So we should remove duplicated lines. The benefits sentence appears both in intro and later as a separate statement? Actually it's only in intro; there is no separate benefits line later. So we can keep it in intro; we don't need a separate Benefits section unless we want to highlight. But we need to include Benefits section only if posting actually states them. It does state benefits: "Capstone offers 100% Company Provided Medical, Dental, and Vision Insurance as part of our top-notch benefits package." That's a benefit statement. So we could have a Benefits section with that sentence. But then we would have duplication if we also keep it in intro. To avoid duplication, we could remove it from intro and place it in Benefits section. However the instruction says remove duplicated lines. If we keep it in both places, that's duplication. So better to keep it only in Benefits section and adjust intro accordingly (remove that sentence). But we must ensure we don't lose any substantive info; moving it to Benefits section preserves it. So we will rewrite intro without that sentence.
Let's craft intro:
"Capstone Research Corporation is seeking to expand our team. We are a customer-oriented engineering services company providing world-class research and development support to the Department of War (DoW) including the Army, Navy, Air Force, Marines, Missile Defense Agency, and the Office of the Secretary of War. We pride ourselves on providing high-level engineering in a customer-oriented, ethical approach. We have an immediate opening for a Senior Data Scientist in our Huntsville, AL office to support the development of next-generation defense capabilities through mission-focused operational analysis, technical studies, and solution architecture. Working closely with Department of War (DoW) customers, the successful candidate will analyze complex multi-domain operational challenges, develop innovative concepts and requirements, and evaluate mission-level solutions that improve command and control, integrated fires, and decision superiority across joint and coalition operations."
Now Responsibilities list: copy each line exactly as given.
Qualifications list: include all bullet points. Note there is a line: "Programming experience using for automation, scripting, data processing, and analytical tool development." Seems missing a language; but we keep as is.
Also there is a line: "Familiarity with cyber assessment methodologies, cybersecurity principles, and netwo k architectures." There's a typo "netwo k". Keep as is.
Also there is a line: "[]{}... " at end; we ignore as boilerplate.
Desired Qualifications: Should we include as part of Qualifications? The posting includes "Desired Qualifications" with TS/SCI clearance and Master's degree. Those are substantive. We should include them. Could be part of Qualifications section as additional bullets. We'll include them under Qualifications as separate bullets, maybe label as "Desired:" but we can just add them as bullets.
Thus Qualifications bullets:
- Bachelor's degree in Computer Science, Cybersecurity, Computer Engineering, Electrical Engineering, Mathematics, Data Science, Systems Engineering, or a related technical discipline.
- Equivalent combinations of education, military experience, and directly relevant professional experience will be considered.
- Minimum 5 years of professional experience supporting AI development, cyber testing, cybersecurity analysis, systems analysis, software testing, or related DoW technical programs.
- Demonstrated proficiency with data analysis, algorithm development, or engineering analysis.
- Programming experience using for automation, scripting, data processing, and analytical tool development.
- Experience working with relational databases and SQL, including data extraction, manipulation, and reporting.
- Strong understanding of statistical analysis, quantitative methods, and analytical techniques.
- Experience analyzing large datasets and presenting technical findings using charts, visualizations, and technical reports.
- Familiarity with cyber assessment methodologies, cybersecurity principles, and netwo k architectures.
- Experience working in Linux and Windows environments.
- Strong written and verbal communication skills with the ability to present technical information to both technical and non-te
for prose. Do NOT repeat the job title as a heading. Do NOT put Job ID / requisition numbers as headings — fold minor metadata into a short
or drop it. Preserve ALL substantive information; do NOT invent or summarize away detail. Remove cookie/navigation/legal/EEO/equal-opportunity/scam-warning boilerplate, duplicated lines, and application instructions. IMPORTANT: include a section ONLY when the 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. Prefer a few substantive sections over many thin ones. We need to extract sections: About the role (intro paragraph), Responsibilities (list), Qualifications (list), maybe Skills (some could be part of qualifications). Benefits: they mention "Capstone offers 100% Company Provided Medical, Dental, and Vision Insurance as part of our top-notch benefits package." That's a benefit statement. So we can have Benefits section with that. Pay: not mentioned. Schedule: not mentioned. So we omit Pay and Schedule. We need to avoid duplication. Also need to remove boilerplate like "Capstone Research Corporation is seeking to expand our team..." That's part of about the role. Also "We are a customer-oriented engineering services company providing world-class research and development support to the Department of War (DoW) including the Army, Navy, Air Force, Marines, Missile Defense Agency, and the Office of the Secretary of War." That's also about the role. We need to preserve all substantive info. Let's parse. Full posting: **Senior Data Scientist** Capstone Research Corporation is seeking to expand our team. We are a customer-oriented engineering services company providing world-class research and development support to the Department of War (DoW) including the Army, Navy, Air Force, Marines, Missile Defense Agency, and the Office of the Secretary of War. We pride ourselves on providing high-level engineering in a customer-oriented, ethical approach. Capstone offers 100% Company Provided Medical, Dental, and Vision Insurance as part of our top-notch benefits package. We have an immediate opening for a Senior Data Scientist in our Huntsville, AL office to support the development of next-generation defense capabilities through mission-focused operational analysis, technical studies, and solution architecture. Working closely with Department of War (DoW) customers, the successful candidate will analyze complex multi-domain operational challenges, develop innovative concepts and requirements, and evaluate mission-level solutions that improve command and control, integrated fires, and decision superiority across joint and coalition operations. Key Responsibilities Develop and maintain scalable RAG pipelines that integrate vector search, retrieval systems, and cyber domainspecific information sources. Ensure models can process large volumes of logs, indicators of compromise (IOCs), and behavioral telemetry to predict emerging cyber risks. Continuously refine embeddings, indexing strategies, and retrieval mechanisms for accuracy, latency, and completeness. Design, develop, and execute cyber analysis and assessment plans, procedures, and analytical methodologies for DoW programs. Develop automated analysis tools using MATLAB, Python, and related scripting languages to process, analyze, and visualize large volumes of cyber and system performance data. Develop metrics, dashboards, and reports that communicate test results, operational effectiveness, and technical findings to government stakeholders. Analyze system logs, network traffic, telemetry, and sensor data to identify trends, anomalies, and indicators of cyber threats. Collaborate with software developers, systems engineers, cyber engineers, and government customers to define developmental assessment objectives and validate system performance. Support modeling, simulation, and analytical activities to assess cyber impacts on mission effectiveness. Prepare technical documentation including test plans, procedures, analysis reports, briefings, and recommendations. Participate in design reviews, technical interchange meetings, and customer briefings. Support continuous improvement of cyber testing methodologies, automation frameworks, and analytical capabilities. Qualifications Bachelor's degree in Computer Science, Cybersecurity, Computer Engineering, Electrical Engineering, Mathematics, Data Science, Systems Engineering, or a related technical discipline. Equivalent combinations of education, military experience, and directly relevant professional experience will be considered. Minimum 5 years of professional experience supporting AI development, cyber testing, cybersecurity analysis, systems analysis, software testing, or related DoW technical programs. Demonstrated proficiency with data analysis, algorithm development, or engineering analysis. Programming experience using for automation, scripting, data processing, and analytical tool development. Experience working with relational databases and SQL, including data extraction, manipulation, and reporting. Strong understanding of statistical analysis, quantitative methods, and analytical techniques. Experience analyzing large datasets and presenting technical findings using charts, visualizations, and technical reports. Familiarity with cyber assessment methodologies, cybersecurity principles, and netwo k architectures. Experience working in Linux and Windows environments. Strong written and verbal communication skills with the ability to present technical information to both technical and non-technical audiences. Ability to work independently while contributing effectively within multidisciplinary engineering teams. Active Secret security clearance. Desired Qualifications TS/SCI security clearance or current SCI eligibility. Master's degree in Cybersecurity, Computer Science, Data Analytics, Systems Engineering, or a related field. [] (some weird tag) We need to output HTML fragment with sections: About the role (intro paragraph), Responsibilities (ul), Qualifications (ul), Benefits (ul or p). Possibly also Skills? But we can incorporate skills within qualifications. The instruction says use headings like About the role, Responsibilities, Requirements, Qualifications, Skills, Benefits, Pay, Schedule. We can choose which sections have content. We have About the role, Responsibilities, Qualifications, Benefits. Could also have Skills but we can embed within Qualifications. Better to keep few substantive sections. We need to ensure we don't create empty sections. So we will output:
About the role
... (intro paragraph)
Responsibilities
- ... ...
Qualifications
- ... ...
Benefits
Capstone offers 100% Company Provided Medical, Dental, and Vision Insurance as part of our top-notch benefits package.
We need to preserve all substantive info. Let's extract the intro paragraph exactly as in posting (maybe combine sentences). The intro includes: "Capstone Research Corporation is seeking to expand our team. We are a customer-oriented engineering services company providing world-class research and development support to the Department of War (DoW) including the Army, Navy, Air Force, Marines, Missile Defense Agency, and the Office of the Secretary of War. We pride ourselves on providing high-level engineering in a customer-oriented, ethical approach. Capstone offers 100% Company Provided Medical, Dental, and Vision Insurance as part of our top-notch benefits package. We have an immediate opening for a Senior Data Scientist in our Huntsville, AL office to support the development of next-generation defense capabilities through mission-focused operational analysis, technical studies, and solution architecture. Working closely with Department of War (DoW) customers, the successful candidate will analyze complex multi-domain operational challenges, develop innovative concepts and requirements, and evaluate mission-level solutions that improve command and control, integrated fires, and decision superiority across joint and coalition operations." We should keep that as prose. However note that the benefits sentence appears also in intro; we might duplicate if we also have Benefits section. The instruction says preserve ALL substantive information; we can keep it in both places? Might be duplication but okay. However we could move the benefits sentence to Benefits section and remove from intro to avoid duplication. But we need to preserve all info; we can keep it in Benefits section and not repeat in intro. The intro currently includes that sentence; we could edit it out to avoid duplication but still preserve the info via Benefits section. The instruction: "Preserve ALL substantive information; do NOT invent or summarize away detail." It doesn't forbid removing duplication? It says remove duplicated lines. So we should remove duplicated lines. The benefits sentence appears both in intro and later as a separate statement? Actually it's only in intro; there is no separate benefits line later. So we can keep it in intro; we don't need a separate Benefits section unless we want to highlight. But we need to include Benefits section only if posting actually states them. It does state benefits: "Capstone offers 100% Company Provided Medical, Dental, and Vision Insurance as part of our top-notch benefits package." That's a benefit statement. So we could have a Benefits section with that sentence. But then we would have duplication if we also keep it in intro. To avoid duplication, we could remove it from intro and place it in Benefits section. However the instruction says remove duplicated lines. If we keep it in both places, that's duplication. So better to keep it only in Benefits section and adjust intro accordingly (remove that sentence). But we must ensure we don't lose any substantive info; moving it to Benefits section preserves it. So we will rewrite intro without that sentence. Let's craft intro: "Capstone Research Corporation is seeking to expand our team. We are a customer-oriented engineering services company providing world-class research and development support to the Department of War (DoW) including the Army, Navy, Air Force, Marines, Missile Defense Agency, and the Office of the Secretary of War. We pride ourselves on providing high-level engineering in a customer-oriented, ethical approach. We have an immediate opening for a Senior Data Scientist in our Huntsville, AL office to support the development of next-generation defense capabilities through mission-focused operational analysis, technical studies, and solution architecture. Working closely with Department of War (DoW) customers, the successful candidate will analyze complex multi-domain operational challenges, develop innovative concepts and requirements, and evaluate mission-level solutions that improve command and control, integrated fires, and decision superiority across joint and coalition operations." Now Responsibilities list: copy each line exactly as given. Qualifications list: include all bullet points. Note there is a line: "Programming experience using for automation, scripting, data processing, and analytical tool development." Seems missing a language; but we keep as is. Also there is a line: "Familiarity with cyber assessment methodologies, cybersecurity principles, and netwo k architectures." There's a typo "netwo k". Keep as is. Also there is a line: "[]{}... " at end; we ignore as boilerplate. Desired Qualifications: Should we include as part of Qualifications? The posting includes "Desired Qualifications" with TS/SCI clearance and Master's degree. Those are substantive. We should include them. Could be part of Qualifications section as additional bullets. We'll include them under Qualifications as separate bullets, maybe label as "Desired:" but we can just add them as bullets. Thus Qualifications bullets: - Bachelor's degree in Computer Science, Cybersecurity, Computer Engineering, Electrical Engineering, Mathematics, Data Science, Systems Engineering, or a related technical discipline. - Equivalent combinations of education, military experience, and directly relevant professional experience will be considered. - Minimum 5 years of professional experience supporting AI development, cyber testing, cybersecurity analysis, systems analysis, software testing, or related DoW technical programs. - Demonstrated proficiency with data analysis, algorithm development, or engineering analysis. - Programming experience using for automation, scripting, data processing, and analytical tool development. - Experience working with relational databases and SQL, including data extraction, manipulation, and reporting. - Strong understanding of statistical analysis, quantitative methods, and analytical techniques. - Experience analyzing large datasets and presenting technical findings using charts, visualizations, and technical reports. - Familiarity with cyber assessment methodologies, cybersecurity principles, and netwo k architectures. - Experience working in Linux and Windows environments. - Strong written and verbal communication skills with the ability to present technical information to both technical and non-te