Analyze how language affects social life

Analyze how language affects social life — real work, not an imagined feature: named inside 4 evidenced career tasks. Below are four ready AI prompts for it, one per height of help: do it, make it easier to accept, decide when you are stuck, and change the pattern for good.

4career tasks name it
4prompt heights

The four heights

The same task, four distances: today's deadline, the next reviewer, the stuck moment, the pattern.

Execute — do the immediate task

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I have to turn my field notes into a readable analysis for a departmental seminar next Tuesday.…
I have to turn my field notes into a readable analysis for a departmental seminar next Tuesday. Pull together the key excerpts that show how speakers shift pronouns when talking about kinship, generate a two-paragraph summary linking language choices to social obligations, and append the relevant interview timestamps for follow-up.

Improve — make it easier to accept

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Before I hand this to the seminar organizer, make the argument easier to follow—open with the…
Before I hand this to the seminar organizer, make the argument easier to follow—open with the clearest example where pronoun change alters obligation, bold the main claim that language shapes reciprocity, and flag any counterexamples or holes a reviewer will expect to see addressed.

Decide — diagnose the stuck moment

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A colleague just challenged my claim that pronoun shifts map to obligation across the community; my…

A peer questioned whether my pronoun examples generalize beyond one family.

A colleague just challenged my claim that pronoun shifts map to obligation across the community; my data is strongest in one family and thinner elsewhere. I’m uneasy overstating the pattern but I need a defensible next move. Should I reframe the claim as tentative and add prompts for additional interviews, or pick a narrower claim focused on the family? Which gives the seminar the best scholarly footing?

Become — change the pattern

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Over several projects I lose clarity between rich description and a testable claim: I produce long…

I keep turning ethnographic intuition into long, unfocused drafts that reviewers flag.

Over several projects I lose clarity between rich description and a testable claim: I produce long drafts that reviewers call tangential. What habitual change—shorter draft outlines, a three-sentence claim at the top, or a mandatory peer outline review—most reliably forces tighter analysis without killing field nuance?

Where the evidence lives

Who was seen doing this, and what people really ask.

Software tasks in the LLOS Work Atlas come from evidence, never a feature list: careers attested to do the work, real job descriptions, and the questions people actually ask (with their view counts). Facets — feature, workflow, troubleshoot, administer, deploy, scale — are open metadata: the work decides, not a taxonomy.
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The rest of the map

Same library, five ways in.