New Amazon grad overwhelmed: Proactively learn, use LLMs, communicate with manager for guidance.

Published on 05/31/2025Hiring & Talent Acquisition Insights

Job Opportunity Analysis Report

Source: Reddit Discussion (ID: 1kzmjic - "lost as a new grad") Subject: New graduate at Amazon ("the zon") feeling overwhelmed.

1. Hot Skills, Tools, and Qualifications Identified:

  • Skills:

    • Proactive Problem-Solving: Emphasis on trying to solve issues independently before asking for help. One commenter suggested, "Try harder before reaching out."
    • Independent Learning & Resourcefulness: Utilizing tools like Large Language Models (LLMs) for self-education and skill acquisition. As one person put it, "LLMs are great for learning."
    • Effective Communication: The importance of open dialogue with managers about progress, challenges, and career expectations. One user advised, "Talk to your manager, get their view on things."
    • Resilience & Adaptability: Navigating a high-pressure environment, where initial struggles and mistakes are part of the learning curve. As one commenter noted, "That's just how it is over there," and another added, "You're going to stumble a bit, that's normal."
  • Tools:

    • Large Language Models (LLMs): Explicitly mentioned as a valuable resource for learning and understanding.
  • Qualifications:

    • New Graduate Status: Specifically in a challenging role at a major tech company like Amazon.
    • (Implied) Technical Proficiency: Relevant to entry-level roles at Amazon, which can lead to feeling "in over my head."

2. Possible Job Opportunities & Career Path:

  • Current Role Enhancement (Primary Focus): The immediate and most valuable opportunity is to stabilize and succeed in the current position at Amazon. This path involves:

    • Proactively managing the steep learning curve and initial performance expectations.
    • Leveraging manager support, assuming the manager is invested in the new hire's career progression as suggested.
    • Setting realistic expectations for the onboarding period in a demanding environment.
  • Alternative Opportunities (If Current Role Becomes Untenable Despite Efforts):

    • Companies with more structured, gradual, and supportive new graduate onboarding programs.
    • Roles in organizations or teams known for a culture that places less emphasis on immediate high performance or "sink or swim" approaches, particularly if the negative cultural aspects mentioned (e.g., sabotage, quick PIP) are pervasive.
    • Positions that offer clearer mentorship structures distinct from direct performance management.

3. Resume Submission Directions / Career Development Focus:

  • For thriving in the current Amazon role:

    • Focus on demonstrating proactive learning: document efforts to solve problems independently and utilize resources like LLMs.
    • Initiate and maintain open communication with the manager about progress, challenges, and strategies for improvement.
    • Actively seek feedback and show tangible steps taken based on that feedback.
  • If considering a future move (or for internal progression):

    • Highlight the Amazon experience, even if short, as it signifies operating in a high-bar environment.
    • Emphasize resilience, rapid learning ability, and adaptability demonstrated in a challenging new graduate role.
    • Detail any specific technical skills acquired or sharpened.
    • Frame initial challenges as learning experiences that led to growth.
    • Showcase proficiency with or proactive use of modern learning tools (e.g., LLMs).

4. Expected Benefits (from proactively managing the current situation as advised):

  • Reduced Stress & Increased Confidence: Successfully navigating the overwhelming initial period will build self-assurance.
  • Accelerated Skill Development: The demanding environment, coupled with proactive learning, can lead to rapid acquisition of valuable technical and soft skills.
  • Improved Performance & Job Security: Addressing issues early and communicating with the manager can lead to better performance outcomes and mitigate risks like a Performance Improvement Plan (PIP).
  • Stronger Foundation for Career Progression: Successfully navigating this phase at Amazon can establish a solid foundation for future growth within the company, leveraging the manager's (hoped-for) investment in their career.
  • Enhanced Marketability: The experience gained at a company like Amazon, along with demonstrated resilience, is highly valuable for future job prospects, regardless of how long one stays.
  • Normalization of the Learning Curve: Realizing that initial struggles are a common and accepted part of adapting to a new, complex role can improve mental well-being.

Origin Reddit Post

r/cscareerquestions

lost as a new grad

Posted by u/rainbow_fish_050705/31/2025
i recently joined the zon as a new grad and im feeling a bit in over my head. I just reached my first month mark and after reflecting I think ive made a few mistakes which is giving me a lot

Top Comments

u/resumehelp113
Thats just how it is over there I was an intern and my mentor was literally trying so hard to sabotage me. make it make sense… I don’t remember how long it takes before they pip you but its d
u/Silver_Bid_1174
Talk to your manager, get their view on things, they should be invested in progressing your career. Also, you're going to stumble a bit, that's normal.
u/iLuvBFSsoMuch
try harder before asking for help imo. LLMs are great for learning

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