How a remote sensing scientist / technologist can use AI, task by task

I work as a remote sensing scientist / technologist. Part of my job is to manage or analyze data obtained from remote sensing systems to obtain meaningful results.

Context: We use Tableau and The MathWorks MATLAB; the work draws on geography, engineering and technology and physics.
Data: [paste or describe]
Question: [what to determine]

Suggest analysis steps, methods and code. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

I work as a remote sensing scientist / technologist. Part of my job is to integrate other geospatial data sources into projects.

Context: We use Tableau and The MathWorks MATLAB; the work draws on geography, engineering and technology and physics.
Data: [paste or describe]
Question: [what to determine]

Suggest analysis steps, methods and code. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

I work as a remote sensing scientist / technologist. Part of my job is to analyze data acquired from aircraft, satellites, or ground-based platforms, using statistical analysis software, image analysis software, or Geographic Information Systems (GIS).

Context: We use Tableau and The MathWorks MATLAB; the work draws on geography, engineering and technology and physics.
Data: [paste or describe]
Question: [what to determine]

Suggest analysis steps, methods and code. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

I work as a remote sensing scientist / technologist. Part of my job is to compile and format image data to increase its usefulness.

Context: We use Adobe Creative Cloud software and Microsoft Visual Studio; the work draws on geography, engineering and technology and physics.
Data or object: [climate data, 3D model]
Audience: [describe]

Suggest chart or visual types and design tips. Give 10 quite different options from safe to bold, then develop the best 2.

I work as a remote sensing scientist / technologist. Part of my job is to discuss project goals, equipment requirements, or methodologies with colleagues or team members.

Topic: [security, system design]
Who: [IT, architects]

Draft talking points and questions. Keep it under 150 words with a clear ask, plus a 2-sentence version for chat.

I work as a remote sensing scientist / technologist. Part of my job is to develop or build databases for remote sensing or related geospatial project information.

Context: We use C and Microsoft Visual Studio; the work draws on geography, engineering and technology and physics.
Data: [experiments, models, observations]
Uses: [queries, analysis, sharing]

Design a schema with tables, keys and metadata, and write creation scripts and example queries. Propose the approach first, then the code with comments and tests, and point out security risks.

I work as a remote sensing scientist / technologist. Part of my job is to prepare or deliver reports or presentations of geospatial project information.

Context: We use The MathWorks MATLAB; the work draws on geography, engineering and technology and physics.
Topic: [status, results, fixes]
Audience: [customers, staff]
Notes: [paste]

Draft slides outline and speaker notes. Use plain language, one everyday analogy, and the questions people are most likely to ask with short answers.

I work as a remote sensing scientist / technologist. Part of my job is to design or implement strategies for collection, analysis, or display of geographic data.

Context: We use Microsoft Project and Atlassian JIRA; the work draws on geography, engineering and technology and physics.
Need: [data collection, code development]
Constraints: [equipment, standards]

Propose methods and validation. 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 remote sensing scientist / technologist. Part of my job is to train technicians in the use of remote sensing technology.

Context: We use Microsoft PowerPoint and The MathWorks MATLAB; the work draws on geography, engineering and technology and physics.
Procedure or tool: [describe]
Trainees: [describe]

Plan training with hands-on exercises. Include timings, a realistic practice scenario from my work, and a short check for understanding with answers.

I work as a remote sensing scientist / technologist. Part of my job is to attend meetings or seminars or read current literature to maintain knowledge of developments in the field of remote sensing.

Context: The work draws on geography, engineering and technology and physics.
Conference: [name, theme]
My interests: [topics]

Prepare a primer, sessions to prioritize, and questions to ask. Use examples from my line of work, quiz me with 5 questions one at a time, and list trustworthy sources.

I work as a remote sensing scientist / technologist. Part of my job is to conduct research into the application or enhancement of remote sensing technology.

Context: We use The MathWorks MATLAB and ESRI ArcGIS software; the work draws on geography, engineering and technology and physics.
Technology or method: [describe]
Our needs: [requirements]

Compare it with our current approach on accuracy, cost, time and risk, and propose a small trial.

I work as a remote sensing scientist / technologist. Part of my job is to develop automated routines to correct for the presence of image distorting artifacts, such as ground vegetation.

Context: We use C and Microsoft Visual Studio; the work draws on geography, engineering and technology and physics.
Problem: [research question]
Data and tools: [formats, libraries]

Propose an approach and write code with tests and documentation. Propose the approach first, then the code with comments and tests, and point out security risks.

I work as a remote sensing scientist / technologist. Part of my job is to use remote sensing data for forest or carbon tracking activities to assess the impact of environmental change.

Context: We use Microsoft Project and Atlassian JIRA; the work draws on geography, engineering and technology and physics.
Problem: [pollution, soil, climate]
Knowledge area: [agronomy, meteorology, ecology]

Propose evidence-based solutions with references to verify. 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 remote sensing scientist / technologist. Part of my job is to develop new analytical techniques or sensor systems.

Context: We use Microsoft Word.
Product or process: [describe]
Needs: [customer, quality]

Draft specifications with tolerances and tests. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

I work as a remote sensing scientist / technologist. Part of my job is to apply remote sensing data or techniques, such as surface water modeling or dust cloud detection, to address environmental issues.

Context: We use Microsoft Project and Atlassian JIRA; the work draws on geography, engineering and technology and physics.
Problem: [pollution, soil, climate]
Knowledge area: [agronomy, meteorology, ecology]

Propose evidence-based solutions with references to verify. 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 remote sensing scientist / technologist. Part of my job is to recommend new remote sensing hardware or software acquisitions.

Context: We use Python and R; the work draws on geography, engineering and technology and physics.
Technology: [materials, sensing]
Use case: [describe]

Explain options and recommendations. Use plain language, one everyday analogy, and the questions people are most likely to ask with short answers.