Research Engineer II - Data Visualization

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 that have real specific content. We must not repeat job title as heading. No Job ID etc. Remove boilerplate like EEO, etc. Must preserve all substantive info. We need to parse the posting. Key info: - Job Title: Research Engineer II - Data Visualization (but we don't output heading for title) - Agency: Texas A&M University System Offices - Department: Bush Combat Development Complex - Proposed Minimum Salary: Commensurate (but later Salary $4,617.67 - $7,916.67 per month commensurate with experience) - Job Location: Bryan, Texas - Job Type: Staff - About the role: The System Offices description, mission, benefits package. - Job Description Summary: description of role. - Responsibilities: list of duties. - Qualifications: Bachelor's degree... Two years experience... Registration, Certifications, And Licenses: Must be able to gain and maintain a DoD security clearance. - Knowledge, Skills, And Abilities: list. - Preferred Qualifications: list. - Other Requirements: security-sensitive, US citizens only, etc. - Benefits: The System Offices provides an outstanding benefits package including... competitive health benefits; paid vacation, sick leave, and holidays; defined benefit retirement plan via TRS; defined contribution via ORP; additional voluntary tax deferred annuity; tuition assistance; wellness programs. - Pay: Salary $4,617.67 - $7,916.67 per month commensurate with experience. - Schedule: Not explicitly mentioned. No schedule info. So we should not create Schedule section. - Also maybe "About the role" could be a section with description of agency and mission. We need to decide sections: About the role (agency description), Responsibilities, Qualifications (maybe combine Education/Experience and Certifications), Knowledge, Skills, And Abilities (could be Skills), Preferred Qualifications (maybe also Skills or separate), Benefits, Pay. We must not create sections with filler like "commensurate with experience" as heading content; but we can include that in Pay section. We must not repeat job title as heading. We must not include boilerplate like EEO, equal opportunity, etc. Remove those lines. We must preserve all substantive info; do not invent or summarize away detail. We need to output only HTML fragment, no /, no markdown fences. Thus produce something like:

About the role

... agency description ...

Responsibilities

• ... each duty ...

Qualifications

• ... each qualification ...

Knowledge, Skills, and Abilities

• ... each ...

Preferred Qualifications

• ... each ...

Benefits

• ... each benefit ...

Pay

Salary $4,617.67 - $7,916.67 per month commensurate with experience.

We need to ensure we include all substantive info from the posting. Let's extract details. About the role: The System Offices is one of several system members within the Texas A&M University System representing one of the largest systems of higher education in the nation, with a network of 12 universities, a comprehensive health science center, eight state agencies, Texas A&M – Fort Worth and the Texas A&M - RELLIS Campus. The Texas A&M University System mission is to provide education, conduct research, commercialize technology, offer training, and deliver services for the people of Texas and beyond. The System Offices, within the Texas A&M University System, provides an outstanding benefits package including, but not limited to: competitive health benefits; paid vacation, sick leave, and holidays; a defined benefit retirement plan to include an employer contribution through Teachers Retirement System of Texas (TRS); if applicable, a defined contribution retirement plan to include an employer contribution through an approved ORP vendor: additional voluntary tax deferred annuity (TDA) options; tuition assistance; and wellness programs to promote work/life balance. But note benefits also appear later; we might combine benefits section. However the "About the role" paragraph includes benefits description; but we also have a separate Benefits section later. To avoid duplication, we could keep About the role focusing on agency description and mission, and keep Benefits separate listing the benefits. The benefits paragraph appears in the "About the role" part; but we can still include that content in Benefits section. However we must preserve all substantive info; we can either include benefits in About the role or Benefits section. Since we have a Benefits section, we should put the benefits list there, and maybe keep About the role just agency description and mission (without benefits). But we need to ensure we don't lose the benefits info. We'll put them in Benefits section. Thus About the role: The System Offices is one of several system members within the Texas A&M University System representing one of the largest systems of higher education in the nation, with a network of 12 universities, a comprehensive health science center, eight state agencies, Texas A&M – Fort Worth and the Texas A&M - RELLIS Campus. The Texas A&M University System mission is to provide education, conduct research, commercialize technology, offer training, and deliver services for the people of Texas and beyond. Now Responsibilities: list each bullet from responsibilities. Let's extract responsibilities list: - Design and develop interactive data visualization applications supporting research, experimentation, and operational test events. - Transform complex engineering, scientific, sensor, and telemetry datasets into intuitive visual products for technical and executive audiences. - Develop dashboards and analytical applications using modern visualization frameworks including Plotly Dash, Tableau, Power BI, D3.js, Grafana, or equivalent technologies. - Design visual interfaces supporting real-time monitoring of research experiments, instrumentation systems, autonomous platforms, and range operations. - Collaborate with research engineers to understand scientific objectives and translate analytical requirements into visualization solutions. - Develop automated data pipelines supporting ingestion, cleaning, transformation, and visualization of structured and unstructured data. - Support visualization of machine learning outputs including model performance, feature importance, confidence metrics, clustering, classification, and anomaly detection. - Integrate visualization capabilities into software applications, APIs, databases, cloud platforms, and edge computing environments. - Develop web-based tools enabling researchers to explore, filter, compare, and analyze experimental data. - Create geospatial visualization products supporting test range operations, mobile platforms, and distributed sensing. - Participate in verification and validation activities to ensure data integrity and visualization accuracy. - Support post-test analysis by developing reports, interactive replay tools, and analytical products. - Document visualization architectures, workflows, software, and technical procedures. - Mentor student researchers, interns, and junior engineers. - Support field testing and experimentation activities as required. - Perform other duties as assigned. Now Qualifications: includes Bachelor's degree... Two years of progressively responsible experience... Registration, Certifications, And Licenses: Must be able to gain and maintain a DoD (Department of Defense) security clearance. We could combine into Qualifications section with list items. Thus Qualifications list: - Bachelor's degree in Computer Science, Data Science, Computer Engineering, Software Engineering, Electrical Engineering, or related STEM discipline, or equivalent combination of education and experience. - Two years of progressively responsible experience in data visualization, scientific computing, software engineering, analytics, or related research. - Must be able to gain and maintain a DoD (Department of Defense) security clearance. Now Knowledge, Skills, And Abilities: list: - Experience developing software using Python. - Experience in querying relational databases using SQL. - Creation of technical visualizations or analytical dashboards (such as with Plotly Dash, Tableau, Power BI, D3.js, Grafana or similar tools. - Strong Communication skills, including the ability to translate technical results from non-technical audiences. - Ability to produce publication-quality graphics, present finding and collaborate with multidisciplinary teams. - Ability to support field operations in varying environmental conductions. - Willing and able to travel occasionally. - Ability to multi-task and work cooperatively with others. Note there is a typo "conductions" but we keep as is. Now Preferred Qualifications: list many items. We need to capture each bullet. Let's extract: - Proficiency with Git version control and REST APIs. - Experience working in Linux and Windows development environments. - Understanding of data engineering concepts, including data transformation pipelines, structured and semi-structured data (CSV, JSON, XML), and database design fundamentals. - Experience with Pandas and NumPy. - Understanding of object-oriented programming, software development lifecycle, testing and debugging, documentation, and Agile development practices. - Knowledge of statistical analysis, machine learning fundamentals, model evaluation, data exploration, pattern recognition, and time-series analysis. - Experience with AI/ML visualization (e.g., model performance, feature importance, clustering, anomaly detection). - Experience with computer vision. - Experience with geospatial information systems (GIS) and geospatial visualization. - Experience with ROS/ROS2. - Experience with RabbitMQ, Kafka, MQTT, DDS, or similar messaging/streaming technologies. - Experience with digital engineering or digital twins. - Experience with scientific visualization tools and methods. - Experience with NVIDIA CUDA or GPU computing. - Experience with Docker or Kubernetes containerization and orchestration. - Experience developing web applications using JavaScript or TypeScript and applying UX/UI design principles. - Experience with network visualization and sensor fusion. - Experience with real-time streaming analytics and time-series databases. - Experience visualizing telemetry from autonomous platforms and sensors. - Experience supporting live experimental/test events or operational test and evaluation environments. - Experience working with large-scale scientific datasets. - Experience producing research publications, technical reports, or documentation. - Experience integrating visualization solutions with cloud or edge analytics. - Experience with data acquisition systems. - Experience in defense research or test environments. - Experience mentoring students, interns, or junior engineers. Now Benefits: list from earlier: - competitive health benefits - paid vacation, sick leave, and holidays - a defined benefit retirement plan to include an employer contribution through Teachers Retirement System of Texas (TRS) - if applicable, a defined contribution retirement plan to include an employer contribution through an approved ORP vendor - additional voluntary tax deferred annuity (TDA) options - tuition assistance - wellness programs to promote work/life balance Now Pay: Salary $4,617.67 - $7,916.67 per month commensurate with experience. Now Schedule: none. Now also we have Job Location: Bryan, Texas; Job Type: Staff. Should we include these? The instruction says include sections only when posting has real specific content. Location and job type could be included maybe in a short

under About the role or separate? But they said do NOT put Job ID / requisition numbers as headings — fold minor metadata into a short

or drop it. So we could include location and job type in a short paragraph under About the role or maybe a separate "Details" section? But they prefer few substantive sections over many thin ones. Could incorporate location and job type into About the role paragraph. Thus About the role paragraph could include: The position is located in Bryan, Texas and is a staff position within the Texas A&M University System Offices, Bush Combat Development Complex. We need to preserve all substantive info; we must not drop location or job type. So we can add them to About the role. Thus About the role: The System Offices is one of several system members within the Texas A&M University System representing one of the largest systems of higher education in the nation, with a network of 12 universities, a comprehensive health science center, eight state agencies, Texas A&M – Fort Worth and the Texas A&M - RELLIS Campus. The Texas A&M University System mission is to provide education, conduct research, commercialize technology, offer training, and deliver services for the people of