---
id: "concept-problem-framing"
type: "concept"
source_timestamps: ["\\\"§ In Pursuit of Personalization and Efficiency", "at Scale\\\"", "§ Build AI competence."]
tags: ["prompt-engineering", "critical-thinking", "problem-solving"]
related: ["concept-human-skills-paradox", "framework-ai-competence-skills"]
definition: "The ability to clearly structure and articulate a problem to effectively direct AI tools for downstream analysis and recommendations."
speakers: ["Sagar Goel", "Shubhankar Sohoni", "Lisa Krayer"]
sources: ["reskilling"]
sourceVaultSlug: "hbr-seg-reskilling"
originDay: 10
articleStem: "hbr-cl-86-genai-transform-l-and-d"
sourceUrl: "https://hbr.org/2025/09/how-gen-ai-could-transform-learning-and-development"
sourceTitle: "How Gen AI Could Transform Learning and Development"
---
# Problem Framing as a Critical AI Skill

## Problem Framing as a Critical AI Skill

Identified as **the first step in the problem-solving process** and a **critical proxy for broader human skills** in the AI era. Problem framing is the ability to **clearly structure and articulate a problem** so that generative AI can conduct accurate downstream analysis and deliver relevant recommendations. Concretely, it means **querying Gen AI tools to arrive at desired results quickly using clear, well-structured prompts.**

Problem framing is the tangible, teachable edge of the abstract [[concept-human-skills-paradox]]: it is where 'human skills' stop being a slogan and become a measurable competency. It is also the **first pillar** of the [[framework-ai-competence-skills]], preceding collaborative problem solving and AI-enabled decision-making.

**Definition:** The ability to clearly structure and articulate a problem to effectively direct AI tools for downstream analysis and recommendations.

**Enrichment / verification:** Strongly corroborated. BCG's competence-frontier research argues that value creation with Gen AI depends on **matching tasks to where AI is reliable** — an act of problem framing — and shows that using AI *outside* its competence frontier degraded business-problem-solving performance by ~23%. This makes problem framing not merely a productivity nicety but a guardrail against value destruction.