How to Spot High‑Value Technical Problems in Business and Turn Them into Results

How to Discover Technically Valuable Problems in Business?

Engineers working in business teams often wonder how to find problems that have real technical value, how to think about and initiate solutions, and how to align technical results with business outcomes. The key is to understand business strategy, positioning, and to collect, organize, and analyze information systematically.

“A scientist’s lifetime for research is limited, yet the world offers countless topics. Choosing a merely interesting subject can waste a career before achieving anything truly important.” – Rigenkawa Jin

Collecting Information

Effective information gathering resembles intelligence work: attend strategic briefings (KO meetings), take focused notes, and use internal knowledge bases such as Alibaba Learning and ATA. Supplement internal sources with external references, and treat the process like a product manager’s research, engaging with colleagues across units.

Analyzing the Problem

After gathering scattered data, apply frameworks such as MECE to categorize without overlap, create mind maps or logic trees, and match insights to specific scenarios (C‑end or B‑end). Use deductive and inductive reasoning to refine challenges, for example identifying limited traffic patterns or immature supply‑chain maturity in the travel platform.

From Problem to Execution

Before acting, extract the core value of the problem to avoid misaligned effort. Align technical work with product goals, using models like RFM, AIPL, or AARRR for user segmentation, and design platform products that serve both internal and external users. Identify the right business partners, prioritize features based on impact, and collaborate closely with product managers.

Connecting Technical Results with Business Outcomes

If business objectives are clear from the start, the technical solution naturally supports them. Engineers must ensure their work delivers measurable business value, avoid “engineer‑centric” projects, and seek collaboration with other teams to create complementary solutions that amplify impact.

Final Thoughts

New engineers should first understand the business context, collect and analyze problems, and then act with a “missile‑type” mindset—rapidly prototype, iterate, and align technical innovation with business goals. Continuous learning and cross‑team communication are essential for sustained growth.