Feedback Generator

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2Once you've logged in, find the Feedback Generator template amongst our 200+ templates.
3Fill out Context. For e.g., Employee performance review, Student assignment feedback
4Fill out Strengths. For e.g., Strong communication skills, Meets deadlines consistently
5Fill out Areas for Improvement. For e.g., Time management, Attention to detail
6Fill out Tone. For e.g., Constructive, Encouraging, Professional
7Select output length: Short, Medium, Long
8Enable the 'Use advanced AI model?' toggle to leverage our cutting-edge AI technology for superior performance and more accurate results! Powered by GPT-4.
9Click on Generate and get tons of ideas, generated by A.I. 🤖

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Feedback Templates & Examples

INPUT
Tanmoy has got 16 years of IT experience, majorly working in automation roles, including tools like Selenium, RestAssured, Playwright, Cypress, etc. He has recently started contributing to UI development using React and Next.js. His infra knowledge is found to be adequate for automation roles with experience in Docker, Kubernetes, Linux, Unix, Jenkins, etc. He has also worked on multiple POCs, with the latest on GenAI agent implementation on the latest project Tanmoy has 16 years experience Tanmoy has got 16 years of IT experience, 7 years in AVP role in JP Morgan & current tenure at CBA as AI Automation architect and majorly working in automation roles, including tools like Selenium, RestAssured, Playwright, Cypress, etc. He has recently started contributing to UI development using React and Next.js. His infra knowledge is found to be adequate for automation roles with experience in Docker, Kubernetes, Linux, Unix, Jenkins, etc. He has also worked on multiple POCs, with the latest on GenAI agent implementation on the latest project

Ideas and innovation Situation –Identify the gap , propose solution or technical direction to solve a problem statement in the project, how he presented idea , what data did he use to support it and what was outcome ?

Current project Integrating AI tools into your end-to-end (E2E) test automation architecture addresses the challenge of flaky canaries caused by frequently changing credit card rules by automating the complex process of rule comparison, test generation, and maintenance. Here is a strategic approach to integrate AI for rectifying flaky canaries:
- Automating Rule Comprehension and Test Case Generation The core of the problem is the manual effort required to understand and translate new rules into test cases. AI can streamline this process: • Natural Language Processing (NLP) for Rule Ingestion: o Feed the documentation (PDFs, confluence pages, specification documents) containing the new credit card rules into an NLP engine [1]. o The NLP model can parse, understand, and extract key parameters (e.g., "minimum credit score required," "maximum transaction limit for new users," "fraud detection triggers"). • AI-Powered Test Case Generation: o Use a Large Language Model (LLM) or a specialized AI agent fine-tuned on testing principles to translate the extracted parameters into structured, executable test scenarios (e.g., in Gherkin format or a simple data table) [1]. o This automates the creation of diverse test cases, including positive, negative, and edge cases, ensuring comprehensive coverage without manual input [1].
- Intelligent Maintenance and Self-Healing Tests Frequent changes mean test maintenance is a major bottleneck. AI can make your tests resilient to these changes: • Visual Regression and UI/API Adaptability: o Integrate AI-powered visual testing tools (like Applitools or Percy) to detect unintended UI changes and automatically adjust selectors or flag discrepancies, reducing flakiness caused by minor UI shifts [2]. o For API-level tests, AI can analyze API schema changes and automatically suggest updates to payloads or endpoints, minimizing manual script rewriting. • AI-Driven Root Cause Analysis (RCA): o When a canary test fails, an AI diagnostic tool can analyze logs, performance metrics, and recent code changes to pinpoint the likely cause. Instead of simply reporting a failure, it provides actionable insights, reducing the Mean Time to Resolution (MTTR) for flaky tests [1].
- Predictive Flakiness Detection and Prevention Move from reactive maintenance to proactive prevention: • Machine Learning (ML) for Anomaly Detection: o Train an ML model on historical test execution data (pass rates, execution times, environment variables). The model learns patterns associated with flakiness and can flag tests that are likely to fail in the next run, allowing engineers to investigate before deployment [1]. • Environment Intelligence: o Use AI to monitor the testing environment's stability. If AI detects resource contention, network latency spikes, or configuration drift, it can pause test execution or flag results as unreliable due to environment issues, preventing false failures.
- Integration into the E2E Architecture This is how these components fit into the existing architecture:
- Rule Input: New rules are ingested via the NLP engine when provided by banks [1].
- AI Layer: The AI processes the rules, generates test data and scenarios, and interfaces with existing automation frameworks (e.g., Selenium, Cypress, Rest Assured) [1].
- Execution and Monitoring: Canaries run as usual within the CI/CD pipeline.
- Feedback Loop: AI monitoring tools watch for flakiness, perform RCA on failures, and feed insights back to developers and the test generation engine for continuous improvement
Execution , Innovation , Project understanding Pros He walked through his transition from Automation engineer , SDET into AI automation architect role based on h
OUTPUT
Feedback for Tanmoy

Opening Statement:
Tanmoy, your 16 years of IT experience, particularly your extensive background in automation and recent foray into UI development, is highly commendable. Your ability to adapt and embrace new technologies, such as React and Next.js, while also leveraging your infrastructure knowledge in automation roles, clearly demonstrates your dedication to professional growth.

Strengths Acknowledgment:
- Technical Expertise: Your expertise in automation tools like Selenium, RestAssured, Playwright, and Cypress is impressive, and your recent project on integrating AI into end-to-end test automation highlights your innovative approach to tackling complex challenges. The use of NLP for rule comprehension and AI-powered test case generation is a testament to your forward-thinking mindset.
- Architectural Insight: Your strategic vision for integrating AI into the automation framework shows strong project understanding and an ability to foresee how these innovations can enhance existing processes. For instance, your proposed AI-driven root cause analysis and predictive flakiness detection provide valuable insights that can significantly reduce maintenance time and improve test reliability.
- Collaboration and Communication: Your skills in collaborating with cross-functional teams and your self-starter attitude contribute to a positive team dynamic. Actively participating in code reviews further exemplifies your commitment to maintaining high standards in project delivery.
Constructive Feedback on Areas for Improvement:
- Complexity Management: While your proposal for AI integration is robust, it would be beneficial to develop more concrete responses concerning the complexities that arise during project execution. Consider documenting lessons learned from past challenges, which can aid in identifying recurring issues and refining your strategies.
- Process Development Insights: Given your extensive experience as an AVP at JP Morgan, sharing specific examples of process enhancements you implemented would provide valuable context. It would strengthen your position as a leader in driving efficiencies and highlight how your past experiences have informed your current role.
- Compliance and Security Considerations: Addressing compliance and security concerns regarding AI integration is critical, particularly in the finance sector. I encourage you to deepen your understanding of regulatory frameworks and develop thorough accuracy reports to mitigate risks associated with AI tools. This will not only bolster confidence in your proposals but also align your strategies with industry standards.
Closing Statement:
Tanmoy, your enthusiasm for learning and your proactive approach to problem-solving position you well for further growth. By focusing on the outlined areas for improvement, you can enhance your already impressive skill set and continue to make significant contributions to your team and the organization. Keep pushing the boundaries of innovation, and I look forward to seeing your continued success in your role as an AI Automation Architect.
INPUT
Student feedback
OUTPUT
Feedback for Student Performance

Opening Statement:
I want to begin by commending your dedication and effort in your recent language exercises. It’s clear that you are committed to improving your skills, and your progress is commendable. Keep up the great work — with your strengths, you are well on your way to becoming even more proficient!

Acknowledgment of Strengths:
Your listening and comprehension skills are truly impressive. During our discussions, it’s evident that you actively engage with the material and understand the nuances of the language. For example, during our last class, you not only answered questions accurately but also provided insightful comments that showed a deep understanding of the topic.

Additionally, your vocabulary has improved significantly. You are using a wider range of words confidently in your speaking and writing. This enriches your communication and makes your points more compelling. For instance, when you described your recent project, the variety of terms you used helped paint a clear picture and kept your audience engaged.

Constructive Feedback on Areas for Improvement:
While your strengths are commendable, there are areas where you can improve to enhance your overall communication skills:
- Grammar:
  
  Observation: Occasionally, there are grammatical errors that can make your sentences unclear. This is particularly noticeable in subject-verb agreement and tense consistency.
  
  Actionable Suggestions:
  
  Try reviewing the rules guiding subject-verb agreement and practicing with exercises specifically focused on this area.
  
  Consider keeping a grammar journal where you note down any mistakes you make and correct them. This will help reinforce the rules in your mind.
- Pronunciation:
  
  Observation: Some of your pronunciation can be hard to understand at times, which may hinder effective communication.
  
  Actionable Suggestions:
  
  I recommend practicing with tools like pronunciation apps or online videos specifically designed to improve pronunciation.
  
  Additionally, try to read aloud daily, focusing on the sounds and stresses of words. Recording yourself can also be beneficial to hear your progress over time.
- Fluency:
  
  Observation: While you display strong comprehension, your fluency can be improved to help you express your thoughts more smoothly and confidently.
  
  Actionable Suggestions:
  
  Engage in regular speaking practice with peers or language partners, emphasizing the flow of conversation rather than accuracy.
  
  Practicing “shadowing,” where you mimic a native speaker’s speech in real-time, can significantly help with developing a more natural rhythm and pace.
Supporting Closing Statement:
Remember, every great speaker has faced challenges along the way, and it’s through addressing these areas that you will truly excel. Your willingness to learn and your ability to listen and comprehend are key assets that will support your growth. I am excited to see how you continue to develop your skills. Keep pushing yourself, remain curious, and embrace the learning journey — your hard work will undoubtedly pay off!
INPUT
BR Why Fall Prevention Is a True Need Falls are not just a personal issue; they’re a public health crisis affecting the independence, safety, and well-being of older adults. The research I’ve reviewed makes this undeniable:
- Older adults struggle to access fall prevention programs • Despite the availability of community resources, older adults don’t always use them due to awareness gaps, transportation issues, and personal barriers (Older Adults’ Utilization of Community Resources Targeting Fall Prevention and Physical Activity) • Primary care professionals could refer older adults to programs, but many do not integrate fall prevention referrals into routine care (The Critical Role of Primary Care in Fall Prevention)
- Healthcare-driven fall prevention works but accessibility is a challenge • The On the Move Clinic proves that nurse-led fall prevention interventions can improve mobility, but scalability is a challenge because not all older adults receive this level of care (On the Move Clinic) • Hospital-based programs like HELP show positive effects on reducing hospital complications and improving recovery, yet not all hospitals implement structured mobility interventions (Mobilizing Older Adults – HELP Study)
- Exercise-based fall prevention is effective • Multifactorial exercise interventions, including dance-based programs and balance training show significant reductions in fall risk (Multifactorial Exercise and Dance-Based Interventions) • Physical activity improves strength, agility and confidence, yet many older adults struggle to engage due to motivation or logistical barriers (HBM Study) Together, these findings build a strong case: Falls are a major health issue, older adults aren’t always connected to prevention programs, and proven interventions exist but remain underutilized Evidence That Falls Prevention is a Critical Need • Older Adults’ Utilization of Community Resource Targeting Fall Prevention and Physical Activity o Found that many older adults aren’t aware of available community-based fall prevention resources, even though these interventions reduce fall risk o Demonstrated that accessibility, outreach, and referral systems must improve if older adults are going to engage in preventive measures instead of crisis response • Mobilizing Older Adults: A Multi-Site, Exploratory and Observational Study on Patients Enrolled in the Hospital Elder Life Program (HELP) o This study showed that hospitalized older adults face increased risks of functional decline when movement isn’t prioritized o The HELP program significantly reduced hospital complications by keeping older adults active during their stay, proving that mobility interventions make a difference in recovery and long-term health outcomes Studies Supporting Effective Fall Prevention Strategies • Multifactorial Exercise and Dance-Based Interventions Are Effective in Reducing Falls Risk in Community-Dwelling Older Adults: A Comparison study o This research proved that movement-based interventions like dance therapy and balance exercises reduce fall risk o Found that regular engagement in structured movement improves strength, coordination, and confidence, which all help prevent falls before they happen • On the Move Clinic: A Fall Prevention Nurse Practitioner-Driven Model of Care o This study highlighted the success of a nurse-led approach to fall prevention, demonstrating that medical professionals play a crucial role in in guiding older adults toward mobility-based solutions o The On the Move Clinic provided structured screenings, interventions, and follow-ups, resulting in measurable improvements in mobility and fall risk reduction Evidence That Healthcare Referrals Need to Improve • The Critical Role of Primary Care Health Care Professionals in Referring Older Adults to Community-Based Fall Prevention Programs o This study found that primary care providers often overlook fall prevention referrals, leaving many older adults without guidance on available resources • A Qualitative Study of Older Adults’ Facilitators, Barriers, and Cues to Action to Engage in Falls Prevention Using Health Belief Model Constructs o Found that fear of falling often prevents older adults from engaging in mobility programs, despite the fact that exercise strengthens muscles and reduces actual fall risk o Many older adults struggle with motivation, accessibility, and awareness, requiring targeted education and encouragement to participate in fall prevention programs My Recommendations as a Social Work “expert” My expert social work perspective pushes for accessibility, integration, and outreach in fall prevention efforts. This is what I believe Maryland needs to do to support older adults in fall prevention:
- Mandatory fall prevention referrals in primary care • Make fall prevention referrals part of routine health assessments for older adults • Encourage PCP’s to connect patients with local, evidence-based programs (The Critical Role of Primary Care
OUTPUT
Constructive Feedback on Fall Prevention for Older Adults

Positive Opening Statement
Thank you for your thorough and insightful analysis of the pressing issue of fall prevention among older adults. Your in-depth research and commitment to addressing this public health crisis are commendable. It is evident that you have a strong understanding of both the complex barriers older adults face and the effective interventions that can mitigate fall risks.

Strengths Acknowledgment
Your presentation of the issue is well-researched and compelling. Here are some specific strengths that stand out:
- Comprehensive Research Basis: You have effectively synthesized a vast array of research to illustrate the multifaceted nature of fall prevention. For instance, referencing the On the Move Clinic and its nurse-led interventions demonstrates a solid understanding of successful models that can be replicated.
- Clear Identification of Barriers: Your ability to pinpoint the accessibility challenges faced by older adults is critical. You've highlighted specific issues such as awareness gaps and logistical challenges, which are crucial for tailoring interventions to meet their needs.
- Call to Action for Healthcare Professionals: Your emphasis on the importance of primary care providers (PCPs) in referring older adults to fall prevention resources is a vital recommendation. This aligns well with the evidence you presented, making your argument both persuasive and actionable.
Constructive Feedback and Actionable Suggestions
While your work is impressive, there are several areas where you could enhance your recommendations and strategies for fall prevention:
- Enhance Community Outreach Efforts:
  
  Actionable Suggestion: Develop partnerships with local community organizations (e.g., senior centers, faith-based groups) to conduct outreach campaigns that raise awareness about available fall prevention programs. Utilize social media, flyers, and community events to disseminate this information.
  
  Evidence Reference: The research indicates that increased outreach can significantly improve engagement in community resources (Older Adults’ Utilization of Community Resources).
- Incorporate Educational Workshops:
  
  Actionable Suggestion: Organize educational workshops that not only inform older adults about fall risks but also engage them in practical exercises and balance training. Collaborate with physical therapists or fitness instructors to lead these sessions.
  
  Evidence Reference: Multifactorial exercise interventions have shown effectiveness, and structured programs can empower older adults to participate actively (Multifactorial Exercise and Dance-Based Interventions).
- Foster a Referral System for PCPs:
  
  Actionable Suggestion: Advocate for the implementation of a standardized referral protocol within primary care settings. This could include checklists for PCPs to ensure fall prevention is discussed routinely during annual assessments or wellness visits.
  
  Evidence Reference: Your reference to The Critical Role of Primary Care in Fall Prevention supports this initiative.
- Address Psychological Barriers:
  
  Actionable Suggestion: Implement support groups or counseling sessions that focus on addressing fears associated with falling. By creating a supportive environment, older adults may feel more motivated to engage in fall prevention activities.
  
  Evidence Reference: Your mention of the barriers identified in the Health Belief Model underscores the importance of addressing psychological factors.
Supportive Closing Statement
Your dedication to improving the safety and well-being of older adults through effective fall prevention strategies is inspiring. By implementing these actionable suggestions, you can further amplify your impact and help connect more individuals to the vital resources they need. Keep up the great work—your efforts are making a real difference in the lives of older adults, and I am excited to see how your initiatives evolve in the future!
INPUT
report to supervisor
OUTPUT
Subject: Feedback on Report to Supervisor

Dear [Employee's Name],

I want to start by recognizing the effort and dedication you've shown in your recent report to your supervisor. Your commitment to delivering high-quality work is evident, and it's clear that you are passionate about your role.

You have several strengths that deserve acknowledgement:
- Thorough Research: Your report was well-researched and included relevant data that supports your findings. This demonstrates your attention to detail and ability to gather valuable information.
- Clarity of Presentation: You communicated your ideas clearly, making it easy for your audience to understand the main points. This is a crucial skill that enhances the effectiveness of your work.
However, there are a few areas where improvement could further enhance your contributions:
- Punctuality: I noticed that you submitted your report slightly past the deadline. To ensure timely submissions in the future, consider setting earlier personal deadlines or using reminders to keep track of due dates.
- Listening Skills: During discussions, there were moments when it seemed you may not have fully absorbed feedback or questions. To improve in this area, try to practice active listening techniques, such as summarizing what others say before responding, to ensure that you are fully understanding their points.
I believe that with a focus on these areas, you can elevate your performance even further. Remember, growth is a continuous process, and every step you take brings you closer to your professional goals.

Keep up the great work, and I look forward to seeing your continued progress!

Best regards,

[Your Name]
[Your Position]