How a soil / plant scientist can use AI, task by task

I work as a soil / plant scientist. Part of my job is to communicate research or project results to other professionals or the public or teach related courses, seminars, or workshops.

Context: We use SAS and IBM SPSS Statistics; the work draws on biology, chemistry and geography.
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 soil / plant scientist. Part of my job is to provide information or recommendations to farmers or other landowners regarding ways in which they can best use land, promote plant growth, or avoid or correct problems such as erosion.

Context: We use Erosion Productivity Impact Calculator EPIC and European Soil Erosion Model EUROSEM; the work draws on biology, chemistry and geography.
Issue: [soil, reclamation]
Audience: [farmers, regulators]

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

I work as a soil / plant scientist. Part of my job is to investigate responses of soils to specific management practices to determine the use capabilities of soils and the effects of alternative practices on soil productivity.

Context: We use Erosion Productivity Impact Calculator EPIC and SAS; the work draws on biology, chemistry and geography.
Question: [planting, spraying, soil, harvest]
Crop and conditions: [crop, region, soil]

Summarize best practices, a field trial design, measurements, and extension sources to check. Give sources I can check and say clearly when you're unsure.

I work as a soil / plant scientist. Part of my job is to conduct experiments to investigate the underlying mechanisms of plant growth and response to the environment.

Context: We use SAS and IBM SPSS Statistics; the work draws on biology, chemistry and geography.
Research question: [phenomenon or relationship]
Data and tools: [datasets, models, instruments]

Outline a study design: variables, data sources, methods, likely confounders and how to handle them. List key papers to read first.

I work as a soil / plant scientist. Part of my job is to investigate soil problems or poor water quality to determine sources and effects.

Context: We use Water Erosion Prediction Project WEPP and SAS; the work draws on biology, chemistry and geography.
Question: [water quality, flow, source, climate indicator]
Site and data: [location, existing measurements]

Outline likely causes or processes, data and samples to collect, analysis methods, and key literature to check.

I work as a soil / plant scientist. Part of my job is to conduct experiments to develop new or improved varieties of field crops, focusing on characteristics such as yield, quality, disease resistance, nutritional value, or adaptation to specific soils or climates.

Context: We use SAS and IBM SPSS Statistics; the work draws on biology, chemistry and geography.
Practice: [composting, cover crops, new variety]
Goal: [yield, soil health, inputs]

Outline evidence so far, an experiment design, indicators, and references. Give sources I can check and say clearly when you're unsure.

I work as a soil / plant scientist. Part of my job is to develop methods of conserving or managing soil that can be applied by farmers or forestry companies.

Context: We use Microsoft Excel and R; the work draws on biology, chemistry and geography.
Activity: [farming, production]
Impacts: [soil, environment]

Propose methods to reduce impact. 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 soil / plant scientist. Part of my job is to study soil characteristics to classify soils on the basis of factors such as geographic location, landscape position, or soil properties.

Context: We use SAS and IBM SPSS Statistics; the work draws on biology, chemistry and geography.
Question: [what I want to understand about the rock, soil or structure]
Data available: [samples, maps, cores, surveys]

Suggest hypotheses, the observations or tests to distinguish them, classification schemes that apply, and key references.

I work as a soil / plant scientist. Part of my job is to study ways to improve agricultural sustainability, such as the use of new methods of composting.

Context: We use SAS and IBM SPSS Statistics; the work draws on biology, chemistry and geography.
Practice: [composting, cover crops, new variety]
Goal: [yield, soil health, inputs]

Outline evidence so far, an experiment design, indicators, and references. Give sources I can check and say clearly when you're unsure.

I work as a soil / plant scientist. Part of my job is to identify degraded or contaminated soils and develop plans to improve their chemical, biological, or physical characteristics.

Context: We use Microsoft Excel and National Resources Conservation Service NRCS PEDON Description Program PDP; the work draws on biology, chemistry and geography.
Site: [habitat, soil, wetland]
Problems and goals: [degradation, target condition]

Draft a restoration plan with actions, timeline, species or treatments, monitoring and costs. 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 soil / plant scientist. Part of my job is to develop environmentally safe methods or products for controlling or eliminating weeds, crop diseases, or pests.

Context: We use Microsoft Excel; the work draws on biology, chemistry and geography.
Area: [feeding, housing, hatching, disease control]
Goals: [growth, health]

Plan practice changes and how to measure results. 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 soil / plant scientist. Part of my job is to develop new or improved methods or products for controlling or eliminating weeds, crop diseases, or insect pests.

Context: We use Microsoft Excel; the work draws on biology, chemistry and geography.
Area: [feeding, housing, hatching, disease control]
Goals: [growth, health]

Plan practice changes and how to measure results. 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 soil / plant scientist. Part of my job is to conduct research to determine best methods of planting, spraying, cultivating, harvesting, storing, processing, or transporting horticultural products.

Context: We use SAS and IBM SPSS Statistics; the work draws on biology, chemistry and geography.
Question: [planting, spraying, soil, harvest]
Crop and conditions: [crop, region, soil]

Summarize best practices, a field trial design, measurements, and extension sources to check. Give sources I can check and say clearly when you're unsure.

I work as a soil / plant scientist. Part of my job is to develop improved measurement techniques, soil conservation methods, soil sampling devices, or related technology.

Context: We use Microsoft Excel and National Resources Conservation Service NRCS PEDON Description Program PDP; the work draws on biology, chemistry and geography.
Area: [feeding, housing, hatching, disease control]
Goals: [growth, health]

Plan practice changes and how to measure results. 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 soil / plant scientist. Part of my job is to provide advice regarding the development of regulatory standards for land reclamation or soil conservation.

Context: We use R and Microsoft Active Server Pages ASP; the work draws on biology, chemistry and geography.
Issue: [soil, reclamation]
Audience: [farmers, regulators]

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

I work as a soil / plant scientist. Part of my job is to consult with engineers or other technical personnel working on construction projects about the effects of soil problems and possible solutions to these problems.

Context: We use R and Microsoft Active Server Pages ASP.
Issue: [product, construction]
Specialists: [engineers, experts]

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

I work as a soil / plant scientist. Part of my job is to develop ways of altering soils to suit different types of plants.

Context: We use Microsoft Excel and National Resources Conservation Service NRCS Soils Explorer; the work draws on biology, chemistry and geography.
Area: [feeding, housing, hatching, disease control]
Goals: [growth, health]

Plan practice changes and how to measure results. 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 soil / plant scientist. Part of my job is to conduct experiments investigating how soil forms, changes, or interacts with land-based ecosystems or living organisms.

Context: We use SAS and IBM SPSS Statistics; the work draws on biology, chemistry and geography.
Ecosystem and process: [describe]
Resources: [sites, instruments, time]

Suggest hypotheses, sampling design, measurements, and literature. Give sources I can check and say clearly when you're unsure.

I work as a soil / plant scientist. Part of my job is to research technical requirements or environmental impacts of urban green spaces, such as green roof installations.

Context: We use SAS and IBM SPSS Statistics; the work draws on biology, chemistry and geography.
Initiative: [green space, restoration, conservation project]
What to measure: [biodiversity, water, carbon, use]

Suggest indicators, measurement methods, baseline data to find, and studies of similar initiatives. Give sources I can check and say clearly when you're unsure.

I work as a soil / plant scientist. Part of my job is to identify or classify species of insects or allied forms, such as mites or spiders.

Context: We use SAS and IBM SPSS Statistics; the work draws on biology, chemistry and geography.
Group: [insects, microbes, plants]
Features I can see: [describe or list characteristics]

Suggest likely identifications, the features that separate them, and the authoritative keys or references to confirm.

I work as a soil / plant scientist. Part of my job is to study insect distribution or habitat and recommend methods to prevent importation or spread of injurious species.

Context: We use SAS and IBM SPSS Statistics; the work draws on biology, chemistry and geography.
Ecosystem and process: [describe]
Resources: [sites, instruments, time]

Suggest hypotheses, sampling design, measurements, and literature. Give sources I can check and say clearly when you're unsure.

I work as a soil / plant scientist. Part of my job is to plan or supervise land conservation or reclamation programs for industrial development projects.

Context: We use Microsoft Excel and R; the work draws on biology, chemistry and geography.
Site: [habitat, soil, wetland]
Problems and goals: [degradation, target condition]

Draft a restoration plan with actions, timeline, species or treatments, monitoring and costs. 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 soil / plant scientist. Part of my job is to conduct research into the use of plant species as green fuels or in the production of green fuels.

Context: We use SAS and IBM SPSS Statistics; the work draws on biology, chemistry and geography.
Practice: [composting, cover crops, new variety]
Goal: [yield, soil health, inputs]

Outline evidence so far, an experiment design, indicators, and references. Give sources I can check and say clearly when you're unsure.

I work as a soil / plant scientist. Part of my job is to conduct experiments regarding causes of bee diseases or factors affecting yields of nectar or pollen.

Context: We use SAS and IBM SPSS Statistics; the work draws on biology, chemistry and geography.
Disease or parasite: [name]
What I want to learn: [cause, spread, treatment]

Summarize what's known, open questions, experiment designs, and key references. Give sources I can check and say clearly when you're unsure.