Irwin Liu and the talent a résumé leaves out

A résumé has excellent manners. It introduces the schools, lists the employers and keeps awkward questions about unrealized potential to itself. Irwin Liu now leads a company whose business depends on asking those questions. Who might learn to write software? Who could manage a project? What would happen if a hiring process looked beyond the career somebody had already been allowed to have?

In December 2024, Liu became chief executive of Catalyte, the Baltimore-based technology services and workforce development company. He arrived from an education career that included Chegg and the language-learning platform Busuu. The move puts him at a consequential point in a learner’s journey: the passage from acquiring a skill to finding an employer prepared to use it.

There is something revealing about the sequence. A learning service can bring instruction to a phone or a laptop. Getting somebody into a new occupation requires another set of agreements, between trainers, managers, clients and the person trying to begin again. Liu’s assignment sits among all of them.

From the balance sheet to the learner

Liu studied at the University of California, Berkeley; his executive biography also lists its Haas School of Business. His early career included investment banking at Wells Fargo, followed by corporate development, strategy and business operations at Chegg. By 2022, his responsibilities included strategic programs and operations at the education company.

That progression gives his career a practical shape. Corporate development concerns how a business grows. Operations concerns how the work gets done once the ambition has been agreed upon. Education introduces a person at the other end of both activities, someone expecting the service to help them make progress.

Chegg’s businesses reached into different parts of that experience. Writing tools addressed academic work. International services brought the company into markets beyond the United States. Busuu dealt with the patient, sometimes humbling work of learning another language. For an operator, those are different products with a shared complication: customers must keep finding a reason to return.

Chegg reported 8.2 million Chegg Services subscribers for 2022, including 2.1 million international subscribers. Those were company results, rather than individual achievements assigned to Liu. They indicate the scale of the organization in which he worked, and the importance of serving people across borders.

A language business with two customers

Busuu brought a particularly useful combination into that world. When Chegg announced its planned acquisition in November 2021, the language platform had reached more than 120 million learners across over 160 countries. It offered courses in 12 languages and had more than 500,000 paying subscribers. The transaction closed in January 2022.

Alongside subscriptions for individuals, Busuu provided corporate language training. Its product combined self-paced lessons with feedback from native speakers, and it had added live tutoring. Learning could happen alone, but other people remained part of the process. A screen made access easier; a conversation still tested whether the lesson had stuck.

The distinction between an individual subscriber and an enterprise customer matters for Liu’s next role. One person decides whether the service is worth continuing. An organization must decide whether it serves a wider business need. Keeping both relationships working requires attention to the learner and to the institution paying for the learning.

In 2023, Busuu cofounder Bernhard Niesner stepped down as CEO. In his farewell, he included Liu among the people who had helped him develop as a leader. The acknowledgment places Liu within the working relationships behind the business, among colleagues thanked together rather than presented as solitary architects of its progress.

The opening on the other side of learning

Catalyte had been operating for 24 years when Liu took the top job. Founded in 2000, it was built around the belief that talent was widely distributed and that discovering and developing it could be done at scale. Liu inherited that proposition rather than inventing it.

The company now combines an AI platform, human recruiting and internal training with technology services for clients. Its work includes software development, data engineering and AI. For Liu, the commercial task and the workforce task occupy the same organization: people need preparation, and clients need useful work delivered.

There is an appealing economy to the idea. A company needing technical staff can look beyond applicants who already carry the expected credentials. A person seeking a different career can demonstrate an ability to learn. The difficult part comes in making those two possibilities meet reliably, after the initial discovery has been made.

Catalyte’s screening materials describe a system intended to assess aptitude, attitude and fit. The company says its technology evaluates 200,000 data points and draws on more than 20 years of outcome data. Those are descriptions of the company’s method. They should be read as its claims about how it finds candidates, rather than as a guarantee about every person it screens.

A prediction needs a next step. If somebody has the capacity to succeed, they still need instruction and a chance to practice. The attention paid after selection is part of the proposition Liu must run. An assessment can begin a relationship; it cannot do all the work of sustaining one.

A mission with a balance sheet attached

Liu’s arrival came after a difficult period. In October 2024, Catalyte confirmed layoffs, and its previous CEO, Matt Derella, announced his departure. The number of positions affected was not disclosed. Liu’s appointment followed in December. The chronology matters: those events preceded his tenure as chief executive.

The company had also won public-sector work, including a $15 million contract to develop technology talent for Maryland. Contracts and funding can create room to operate. They do not remove the demands of matching staffing, training and delivery to the work available. A workforce business carries obligations to people on both sides of the client relationship.

Liu’s earlier experience with enterprise and consumer education makes this a coherent assignment. Still, the move introduces a sharper connection between training and employment. A language learner may choose a subscription for several reasons. A workforce partner is making a decision about people who will contribute to an actual team.

The attraction for Liu was explicit. He said he was drawn to the company’s purpose and wanted it to keep identifying, training and advocating for future workers. That ambition contains several jobs within the CEO’s job: maintaining the discovery process, supporting development and keeping employer relationships strong enough to give the learning somewhere to go.

“I am drawn to Catalyte because of the firm’s mission and clarity of purpose.”

Irwin Liu · on joining Catalyte

The people the paperwork misses

One way to understand the company Liu leads is through Ricky, a Catalyte alumnus whose earlier work was managing produce at a grocery chain. He supervised 35 people. Training, scheduling and responsibility for a team were already part of his working life. A technology job title was the part he did not have.

Ricky had entered the workforce after high school and worried that the absence of a degree would prevent a move into technology. He joined Catalyte’s software development apprenticeship. His story offers a concrete example of the distinction the company tries to make between a previous occupation and an ability to learn a new one.

Another documented alumnus, Alicia Waide, had taught public school for 16 years before moving into software development. The contrast in job titles is striking. Both roles involve work that becomes visible through practice, responsibility and the ability to solve problems. A conventional application form has only so much room for that kind of continuity.

These transitions belong to the alumni themselves. They help explain the organization Liu inherited and the people its promise is intended to serve. They also keep the discussion grounded. “Talent” sounds comfortably abstract until it means somebody making a decision about the next chapter of a working life.

Catalyte’s published apprenticeship information says applicants do not need a college degree and that selection does not depend on prior technology experience. Its listed pathways include software development, digital media, IT services, project management and cybersecurity. The breadth makes Liu’s assignment larger than a single training curriculum.

Each pathway needs its own connection between preparation and the demands of an employer. Each also asks a participant to make a serious commitment. The promise of a career change is attractive precisely because it matters; people must be able to see how the process leads from an initial assessment toward work they can actually do.

Liu’s career has moved closer to that final question. At Chegg and Busuu, his work involved businesses that helped people learn. At Catalyte, learning must connect with an organization willing to hire or deploy them. The result is a CEO role whose underlying ambition is easy to state and demanding to carry out.

A résumé records the opportunities a person has already received. Liu now runs a business that asks employers to consider the opportunities still ahead. The useful test will be found in the work: a learner prepared, a colleague trusted, a client served. That is where the next line on the résumé gets written.