---
id: "action-upskill-augmentation-roles"
type: "action-item"
source_timestamps: ["¶16"]
tags: ["upskilling", "ai-literacy", "prompt-engineering"]
related: ["concept-ai-augmentation-complementarity", "concept-human-ai-collaboration"]
speakers: ["Suraj Srinivasan"]
action: "Provide continuous upskilling in AI literacy, prompt writing, and domain-specific AI applications for augmentation-prone workers."
outcome: "Workers successfully leverage new AI tools, meeting the broadened skill requirements of augmented roles."
sources: ["reskilling"]
sourceVaultSlug: "hbr-seg-reskilling"
originDay: 10
articleStem: "hbr-edu-35-ai-changing-labor-market"
sourceUrl: "https://hbr.org/2026/03/research-how-ai-is-changing-the-labor-market"
sourceTitle: "Research: How AI Is Changing the Labor Market"
---
# Continuously Upskill Workers in Augmentation-Prone Roles

**Action:** Provide continuous upskilling in AI literacy, prompt writing, and domain-specific AI applications for augmentation-prone workers.

**Target outcome:** Workers successfully leverage new AI tools, meeting the broadened skill requirements of augmented roles.

For occupations prone to augmentation (analytical, technical, creative — [[concept-ai-augmentation-complementarity]]), generative AI is *broadening* skill requirements. Companies must provide **continuous upskilling** so these workers can leverage new tools. Training should target increasing **AI literacy**, mastering **human-AI collaboration workflows** ([[concept-human-ai-collaboration]]), and learning **domain-specific AI applications** (e.g., prompt writing). Distinguish this from the *reskilling* rescue mandate for displacement-exposed workers, [[action-reskill-automation-roles]]; both are unified under [[action-align-workforce-training]].

**Enrichment note:** Consistent with industry hiring data showing rising demand for prompt engineering, AI-tool fluency, and data literacy in knowledge jobs ([[evidence-anthropic-labor-study]]).


## Related across articles
- [[concept-reskilling-vs-upskilling]]
- [[claim-role-specific-upskilling]]
- [[framework-ai-competence-skills]]