LLM Analysis Finds 2026 New Graduates Value Growth, While Companies See a Lack of Initiative

An LLM analysis of articles posted on ote by new employees who joined companies in April 2026 and by the companies welcoming them revealed a significant gap between the two sides. The top concern among companies was that “new employees lack initiative and autonomy” (74.2%). However, what new graduates themselves most wanted to value at work was “personal growth and learning” (42.5%), and one of their major concerns was a “lack of a sense of growth.” The structure that emerged is that new graduates do have a desire to grow, but in environments where progress is hard to feel, that motivation is not appearing in the form companies expect. The word that symbolizes this gap is “waiting for instructions.” It ranked first among negative words in company-side articles and third among new-graduate-side articles. Companies say they struggle with employees who wait for instructions, while new graduates also dislike that part of themselves. In reality, both sides are facing the same wall. This study analyzed more than 20,000 articles posted during roughly one month in April 2026 with tags related to new graduates. The authors’ perspectives were classified using an LLM. The final analysis covered 3,247 articles written from the perspective of new graduates themselves and 447 articles written from the perspective of receiving companies. The key findings were: new graduates value “growth,” but cannot tell whether they are growing; companies’ top concern is a “lack of initiative,” meaning new graduates’ growth motivation is not becoming visible; and both sides struggle with the shared keyword “waiting for instructions.” When analyzing what new graduates value at work, “personal growth and learning” ranked first at 42.5%, followed by “health and mental well-being” at 31.4% and “relationships and team comfort” at 13.8%. “Compensation, benefits, and stability” accounted for only 0.6%. This suggests both a positive desire to grow quickly and a self-protective instinct not to damage one’s mental or physical health. In the analysis of worries and anxieties, “mismatch with organizational culture and values” was the most common at 27.5%, followed by “lack of a sense of growth” at 20.6%. New graduates may be struggling to grasp workplace norms, unable to feel progress despite wanting to grow, and unsure how to take action on their own. From the company side, the dominant concern was “lack of initiative and autonomy among new employees” at 74.2%, far ahead of other issues. Yet new graduates ranked “personal growth and learning” as their top priority. This suggests that while they are motivated to grow, that motivation is not surfacing in the way companies expect and is therefore perceived as a lack of initiative. Keyword analysis also showed that “peers from the same cohort” are highly salient for new graduates. The term ranked first in positive contexts and second in negative contexts. Peers can provide emotional support, but they can also become a source of comparison and anxiety. On the company side, positive keywords included ideals such as “accompaniment,” “dialogue,” and “psychological safety,” while negative keywords included workplace realities such as “waiting for instructions,” “dependence on individuals,” and “being left alone.” This indicates a gap between what companies want to do and what is actually happening. Notably, “waiting for instructions” ranked first among negative words on the company side and third on the new-graduate side. Companies are troubled by instruction-waiting behavior, while new graduates also dislike seeing themselves that way. The desire to become self-directed and grow is actually shared by both sides. The analysis shows that new graduates and companies are looking at the same workplace and the same phenomenon, but describing it in different words. Recognizing that gap may be the starting point for moving closer together. The 3,247 articles written by new graduates also show that writing helps organize vague internal conflict, such as wanting to grow but not knowing how to act. Through writing, they begin to see what they value and what confuses them. ote is a media platform where creators post text, images, audio, and video, and users enjoy and support that content. The platform values a safe atmosphere and diversity so that anyone can enjoy and continue creating. Since launching in April 2014, approximately 75.2 million works have been created, and membership reached 11.78 million as of the end of February 2026.