How a computer / information research scientist can use AI, task by task

I work as a computer / information research scientist. Part of my job is to apply theoretical expertise and innovation to create or apply new technology, such as adapting principles for applying computers to new uses.

Context: We use C and Microsoft Azure software; the work draws on engineering and technology, computers and electronics and design.
Business problem: [what's slow, manual or error-prone]
Inputs and outputs: [data in, results needed, who uses them]

Propose a system or automation, specify inputs, processing and outputs, and write starter code or queries with tests.

I work as a computer / information research scientist. Part of my job is to conduct logical analyses of business, scientific, engineering, and other technical problems, formulating mathematical models of problems for solution by computers.

Context: We use TensorFlow and SAS; the work draws on engineering and technology, computers and electronics and design.
Data: [paste table]
Question: [what relationships matter]

Analyze correlations and trends with code or formulas. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

I work as a computer / information research scientist. Part of my job is to assign or schedule tasks to meet work priorities and goals.

Context: We use Microsoft Project and Microsoft Excel; the work draws on engineering and technology, computers and electronics and design.
Team: [roles, skills, availability]
Work to cover: [tasks, shifts, priorities]

Draft a duty roster that balances workload and skills, and flags gaps. Lay it out as a table with steps, owner, timing and what could go wrong, then list the decisions I still need to make.

I work as a computer / information research scientist. Part of my job is to design computers and the software that runs them.

Context: We use C and Microsoft Azure software; the work draws on engineering and technology, computers and electronics and design.
System: [describe]
Requirements: [security, performance, integration]

Propose an architecture and key design patterns. Propose the approach first, then the code with comments and tests, and point out security risks.

I work as a computer / information research scientist. Part of my job is to meet with managers, vendors, and others to solicit cooperation and resolve problems.

Issue: [describe]
Who: [vendors, project staff]

Draft a message with facts and needed actions. Keep it under 150 words with a clear ask, plus a 2-sentence version for chat.

I work as a computer / information research scientist. Part of my job is to evaluate project plans and proposals to assess feasibility issues.

Context: We use Apache Spark and TensorFlow; the work draws on engineering and technology, computers and electronics and design.
Design or proposal: [describe]
Requirements: [needs, constraints]

Assess whether it meets requirements, risks and gaps. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

I work as a computer / information research scientist. Part of my job is to consult with users, management, vendors, and technicians to determine computing needs and system requirements.

Product or system: [describe]
Stakeholders: [users, management]

Draft questions to settle requirements. Keep it under 150 words with a clear ask, plus a 2-sentence version for chat.

I work as a computer / information research scientist. Part of my job is to participate in multidisciplinary projects in areas such as virtual reality, human-computer interaction, or robotics.

Context: We use TensorFlow and SAS; the work draws on engineering and technology, computers and electronics and design.
Project: [research, audit, multidisciplinary]
My role: [describe]

List what to prepare, questions for collaborators, and a shared plan outline. Give sources I can check and say clearly when you're unsure.

I work as a computer / information research scientist. Part of my job is to develop performance standards, and evaluate work in light of established standards.

Area: [web, systems]
Goals: [describe]

Draft KPIs with definitions and targets. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

I work as a computer / information research scientist. Part of my job is to develop and interpret organizational goals, policies, and procedures.

Context: We use Microsoft Project and Microsoft Excel; the work draws on engineering and technology, computers and electronics and design.
Department: [describe]
Priorities: [list]

Draft objectives, deadlines and owners. Lay it out as a table with steps, owner, timing and what could go wrong, then list the decisions I still need to make.

I work as a computer / information research scientist. Part of my job is to approve, prepare, monitor, and adjust operational budgets.

Context: We use Apache Spark and TensorFlow; the work draws on engineering and technology, computers and electronics and design.
Needs: [equipment replacement, operations]
Funds: [describe]

Propose an allocation with formulas. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.