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first_img AI impacts the job market for junior programmers, but the "non-developer" programming community is on the rise

According to a recent article by npm co-founder Laurie Voss, research from Stanford University's Digital Economy Lab based on ADP payroll data shows that since the end of 2022, the number of employed junior software developers aged 22 to 25 has decreased by 19%, and entry-level software development positions have dropped by 28% from their peak, with the unemployment rate for computer science graduates rising to 6.1%. However, the total number of developers employed in the U.S. has still grown by 4.4% during the same period, with the employment of senior developers aged 41 to 49 increasing by 14%. Data from the U.S. Bureau of Labor Statistics (BLS) further indicates that over the past year, the number of "computer programmer" positions primarily responsible for writing code on demand has decreased by 16%, while positions for data scientists and core software developers that require more architectural judgment have increased by 12% and 2%, respectively.At the same time, the proliferation of AI tools has led to an explosion in software creation. GitHub added a record 36 million accounts and 121 million code repositories last year, and the number of app submissions to the Apple App Store surged by 80% year-on-year in the first quarter of 2026. Data from platforms like Vercel and Lovable indicates that over 60% of new users are "non-traditional developers" such as product managers and analysts. Industry analysts warn that as AI replaces basic coding tasks, the traditional "junior to senior" engineer apprenticeship promotion path has been disrupted, raising concerns about the safety of AI-generated code and challenging the future sources of senior developers. However, the latest hiring data from platforms like Indeed shows that the demand for related entry-level positions hit bottom in May 2025 and has begun to show signs of rebound.

Viewpoint: The next stage of tokenization will be "personalized portfolios," rather than just improving settlement efficiency

According to CoinDesk, Thomas Sy, head of multi-asset solutions at New York Life Investment Management (NYLIM), stated that the core application of the next phase of tokenization will be to achieve "personalized portfolio construction," rather than merely enhancing settlement efficiency or extending trading hours.NYLIM manages approximately $807 billion, with about $11 billion overseen by Sy's team. He pointed out that blockchain technology is expected to enable asset management institutions to customize complex portfolio strategies for different investors on a large scale, a capability that is currently difficult to achieve within the traditional financial system.Sy indicated that the core of asset management will shift towards "highly customized" solutions in the future, and blockchain is the only technological path that can achieve this goal at scale. He believes that tokenization is not just about putting ETFs, bonds, or private credit on-chain, but more importantly, about reconstructing the way portfolios are built.He also noted that current asset portfolios typically involve a mixed allocation of ETFs, bonds, and private assets, but due to operational complexities, personalized strategies are difficult to scale. Tokenization is expected to "embed customization logic into the assets themselves," reducing operational costs and enhancing efficiency.In addition, Sy stated that stablecoins have become a key entry point for traditional finance to enter the blockchain space, with the current scale of stablecoins exceeding $300 billion, being used for cross-border payments and fund management. He believes this trend will gradually drive institutional demand for on-chain income-generating assets.In the area of decentralized finance (DeFi), NYLIM is still researching related applications, but Sy emphasized that institutional participation still requires more mature infrastructure, including the improvement of tokenized collateral, clearing mechanisms, and the prime brokerage service system.
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