How to Export Data from LinkedIn Analytics to Excel [2025]

A powerful LinkedIn recommendation can be the deciding factor in a hiring decision, a client pitch, or a new partnership. Yet, the vast majority are filled with vague, forgettable praise like "great to work with" or "a true team player". These generic platitudes fail to communicate real value and do a disservice to both the writer and the recipient. They lack the specificity and impact needed to capture a recruiter's or potential client's attention, blending into the background noise of a crowded professional network.

This guide is designed to change that. We will move beyond the generic and provide you with a curated collection of high-impact examples. You won't just see a finished product; we will deconstruct each example of LinkedIn recommendation to reveal the strategy behind its effectiveness. You'll learn not just what to write, but why it works, giving you the tools to craft compelling endorsements that are both authentic and strategic.

We will explore six distinct professional scenarios, providing templates you can immediately adapt:

• Manager to Employee

• Colleague to Colleague

• Client to Service Provider

• Mentor to Mentee

• Vendor to Business Partner

• Student to Professor

By analysing the structure, tone, and specific details of each example, you will learn to highlight tangible skills and quantifiable achievements. For those interested in exploring modern tools to assist with this process, you can find AI-powered insights for professional recommendations that leverage artificial intelligence to help refine your endorsements. Let's transform your recommendations from simple pleasantries into career-defining assets that genuinely reflect professional excellence.

1. Manager-to-Employee Recommendation

A recommendation from a direct manager is arguably the most powerful endorsement a professional can receive on LinkedIn. It carries significant weight because it comes from a position of authority with first-hand knowledge of the employee's performance, skills, and character. This type of recommendation provides credible, observational proof of an individual's capabilities, making it a cornerstone of a strong professional profile.

For managers, writing a thoughtful recommendation is an excellent way to recognise and reward a valuable team member, boosting morale and solidifying a positive professional relationship. It demonstrates strong leadership and a commitment to their team's career development. This is a prime example of a LinkedIn recommendation that directly impacts a person's future career prospects.

Example Recommendation

"I had the pleasure of managing Sarah during her time as a Senior Marketing Analyst at Innovate Corp, and she was an invaluable asset to our team. Sarah consistently demonstrated an exceptional ability to translate complex data sets into clear, actionable insights that drove our campaign strategy.

A standout achievement was her leadership on the 'Project Phoenix' market analysis. Her meticulous research and data modelling directly contributed to a 15% increase in lead conversion and a 20% reduction in customer acquisition costs in Q3. Beyond her technical prowess in SQL and data visualisation, Sarah’s communication skills are outstanding. She could articulate complex findings to non-technical stakeholders in a way that was both compelling and easy to understand.

Sarah is a proactive, dedicated, and results-oriented professional who would be a tremendous asset to any data-driven marketing team. I highly recommend her without reservation."

Strategic Breakdown

• Opening Context: The first sentence immediately establishes the relationship ("managing Sarah"), the role ("Senior Marketing Analyst"), and the company. This provides instant credibility.

• Specific Skills & Achievements: The recommendation avoids generic praise. Instead, it highlights a core competency ("translate complex data sets into clear, actionable insights") and connects it to a tangible business outcome ("drove our campaign strategy").

• Quantifiable Impact: Using concrete metrics like "15% increase in lead conversion" and "20% reduction in customer acquisition costs" transforms the recommendation from a simple opinion into a powerful case study of the employee's value.

• Soft Skill Emphasis: It wisely includes crucial soft skills ("communication skills") and provides an example of how they were applied ("articulate complex findings to non-technical stakeholders").

• Strong Closing: The final sentence offers a confident, forward-looking endorsement that summarises Sarah's key qualities.

Actionable Takeaways

To craft a similarly impactful recommendation for an employee:

1. Start with the Relationship: Clearly state your role in relation to the person you are recommending (e.g., "I directly managed Alex for three years...").

2. Focus on 2-3 Core Strengths: Don't list every positive trait. Choose the most impactful competencies and build your narrative around them.

3. Incorporate Metrics: Whenever possible, quantify achievements. Dig into performance reviews or project reports to find specific numbers that showcase their contribution.

4. Reference a Specific Project: Mentioning a particular project or accomplishment makes the recommendation more memorable and authentic.

5. Leverage AI for Efficiency: Crafting detailed posts can be time-consuming. Tools like Postline.ai can help managers structure these recommendations, ensuring all key elements are included. Utilising its features can streamline the process, a vital skill for busy leaders who want to learn how to write effective LinkedIn posts that resonate.

2. Colleague-to-Colleague Recommendation

A recommendation from a peer or colleague provides a unique and vital perspective on a professional's profile. Unlike a manager's top-down view, a colleague's endorsement speaks volumes about an individual's teamwork, collaborative spirit, and day-to-day interpersonal skills. It offers credible insight into how a person functions within a team, solves problems collaboratively, and contributes to a positive work environment.

For the person giving the recommendation, it's a fantastic way to support a valued teammate and strengthen professional bonds. This type of endorsement showcases your own collaborative nature and ability to recognise talent in your peers. This is a crucial example of a LinkedIn recommendation as it builds a well-rounded picture of a candidate, highlighting soft skills that are often hard to quantify but are highly sought after by recruiters. A strong network of peer endorsements can significantly enhance your professional standing, which is why it's so important to understand how to get LinkedIn connections who can vouch for your work.

Example Recommendation

"I had the great fortune of working alongside Ben on the agile development team at TechSolutions Ltd for over two years. As a fellow Senior Developer, I was consistently impressed by Ben's collaborative approach and his incredible problem-solving skills, especially under pressure.

During the 'Project Voyager' deployment, we faced a critical, unexpected bug that threatened our launch deadline. Ben was the one who organised our impromptu brainstorming session, and his logical approach to debugging and his ability to calmly guide the team's efforts were instrumental in resolving the issue in under three hours. He isn't just a brilliant coder; he's a true team player who actively listens to other perspectives and is always willing to share his knowledge to help others.

Ben's positive attitude and technical expertise made him the go-to person on our team for complex challenges. Any development team would be lucky to have him as a colleague. I wholeheartedly recommend him."

Strategic Breakdown

• Opening Context: The recommendation immediately establishes a peer relationship ("working alongside Ben"), the environment ("agile development team"), and the duration, lending instant authenticity.

• Focus on Collaborative Skills: It moves beyond individual skills to highlight teamwork ("collaborative approach," "team player"). This is the core strength of a peer recommendation.

• Specific, Shared Experience: Referencing a specific, challenging event like the "'Project Voyager' deployment bug" provides a concrete story. It demonstrates how Ben performs in a real-world, high-stakes team scenario, rather than just stating that he is a good problem-solver.

• Highlighting Interpersonal Qualities: The praise includes crucial soft skills like "calmly guide the team's efforts," "actively listens," and "positive attitude." These are qualities that only a colleague can genuinely attest to.

• Strong Closing: The final sentences summarise his value from a peer's perspective ("go-to person," "lucky to have him as a colleague"), reinforcing the collaborative endorsement.

Actionable Takeaways

To write a powerful recommendation for a colleague:

1. State Your Peer Relationship: Begin by clarifying how you worked together (e.g., "I collaborated with Jane on the marketing team for...").

2. Centre it on a Shared Project: Recall a specific project or challenge you tackled together. This creates a memorable and authentic narrative.

3. Emphasise 'How' They Work: Focus on their process and interpersonal skills. How did they handle stress? How did they contribute to meetings? How did they support you or others?

4. Balance Technical and Soft Skills: Mention their professional skills but tie them to how those skills benefited the team as a whole.

5. Use an Authentic Tone: Your recommendation should sound like one colleague talking about another. AI tools can assist here; for instance, Postline.ai's Voice Training can help you craft text that matches a more conversational, authentic peer-to-peer tone.

3. Client-to-Service Provider Recommendation

For freelancers, consultants, and business owners, a recommendation from a satisfied client is pure gold. It serves as powerful social proof, moving beyond self-promotion to offer a third-party endorsement of your value and expertise. This type of testimonial demonstrates real-world impact and customer satisfaction, directly addressing the primary question potential clients have: "Can you deliver results?"

A glowing client review builds trust and credibility far more effectively than any marketing copy. It transforms your LinkedIn profile from a simple CV into a portfolio of success stories. This makes it an essential example of a LinkedIn recommendation for anyone whose business relies on client relationships and proven outcomes.

Example Recommendation

"We brought Michael on as a freelance UX/UI consultant to overhaul our B2B SaaS platform's user onboarding experience, and the results have been nothing short of transformative. Before Michael, our user drop-off rate during the first week was over 60%.

Michael conducted in-depth user research and delivered a complete redesign of the user flow that was both intuitive and aesthetically pleasing. His ability to balance user needs with our technical constraints was remarkable. Within three months of implementing his new design, we saw our user drop-off rate decrease to under 25%, and our customer engagement metrics shot up by 40%.

He is not just a designer; he is a strategic partner who genuinely invests in the success of the project. Michael's communication was consistently clear, and he delivered every milestone on time. I would wholeheartedly recommend him to any company looking to improve their user experience and drive tangible business growth."

Strategic Breakdown

• Opening Context: The recommendation immediately defines the problem ("overhaul our B2B SaaS platform's user onboarding experience") and establishes the provider's role ("freelance UX/UI consultant").

• Problem & Solution Framing: It masterfully sets the stage by stating a clear "before" metric ("drop-off rate was over 60%"). This makes the "after" result much more impactful.

• Quantifiable Impact: The use of specific, results-oriented numbers like "decrease to under 25%" and "engagement metrics shot up by 40%" provides undeniable proof of value and ROI. This is the most critical element of a client recommendation.

• Soft Skill Emphasis: It highlights key professional traits that are vital for client work, such as being a "strategic partner" and having "clear" communication. This reassures future clients about the working relationship.

• Strong Closing: The final sentence provides a powerful, unreserved endorsement that directly links Michael's skills to "tangible business growth," which is what every potential client is looking for.

Actionable Takeaways

To secure a similarly powerful recommendation from a client:

1. Time Your Request: Ask for the recommendation shortly after delivering a significant, successful project milestone when your value is top-of-mind.

2. Make it Easy: Don't just ask for a "recommendation." Send a polite request mentioning the specific project and highlighting 1-2 key results you achieved together (e.g., "I'd be so grateful if you could mention the work we did on the onboarding flow and the 40% engagement lift.").

3. Focus on Business Outcomes: Encourage clients to think in terms of the business impact you made, not just the tasks you completed. Prompt them with questions like, "What was the biggest challenge we solved?" or "What was the most significant result you saw?"

4. Incorporate it into Your Process: Make asking for a LinkedIn recommendation a standard part of your project offboarding checklist, just like sending the final invoice.

5. Build Your Online Presence: A strong client recommendation is a key component of your online reputation. By consistently gathering this type of social proof, you can effectively build a personal brand on LinkedIn that attracts high-quality leads.

4. Mentor-to-Mentee Recommendation

A recommendation from a mentor offers a unique and powerful perspective that differs significantly from that of a manager. It speaks to an individual's potential, capacity for growth, and coachability. This type of endorsement is particularly valuable for early-career professionals or those pivoting into new fields, as it showcases their dedication to learning and professional development beyond their formal job responsibilities.

For mentors, providing a recommendation is a meaningful way to champion their mentee's progress and formally recognise their hard work. It validates the mentee's journey and highlights attributes like initiative, resilience, and strategic thinking that might not be visible in a standard performance review. This specific example of a LinkedIn recommendation adds a crucial layer of character and forward-looking potential to a profile.

Example Recommendation

"I have had the privilege of mentoring David for the past two years, during which I've watched him evolve from a promising junior developer into a highly competent software engineer with a keen strategic mind. When David first sought my guidance, his goal was to transition from front-end tasks to a full-stack development role.

David’s commitment to this goal was exceptional. He proactively took on challenging back-end components of 'Project Titan,' dedicating his personal time to master Python and Django. A key turning point was when he independently developed a new API integration that improved our data processing efficiency by 30%. This was a direct result of the architectural principles we had discussed in our sessions. It demonstrated not just his technical learning, but his ability to apply new knowledge to solve real-world business problems.

David possesses a rare combination of technical curiosity, humility, and a relentless drive for improvement. He actively seeks feedback and iterates on it, a quality that will undoubtedly fuel his continued success. I wholeheartedly recommend David to any team looking for a developer with immense potential and a proven track record of growth."

Strategic Breakdown

• Opening Context: It clearly defines the relationship ("mentoring David") and its duration ("past two years"), immediately framing the recommendation around growth and development.

• Narrative of Growth: The recommendation tells a story. It establishes a starting point ("promising junior developer") and shows the journey toward a specific goal ("full-stack development role").

• Specific, Demonstrable Action: It highlights concrete actions the mentee took ("proactively took on challenging back-end components," "dedicating his personal time"). This shows initiative, not just talent.

• Quantifiable Impact: Using a clear metric like "improved our data processing efficiency by 30%" connects the mentee's self-directed learning directly to tangible business value.

• Highlighting Coachability: The final paragraph praises key soft skills crucial for a mentee, such as "technical curiosity," "humility," and the ability to "actively seek feedback and iterate."

Actionable Takeaways

To craft a compelling recommendation for a mentee:

1. Frame the Journey: Start by explaining how and when the mentorship began. Tell the story of their professional evolution under your guidance.

2. Focus on Transformation: Pinpoint a specific goal the mentee had and describe the steps they took to achieve it. What skills did they build? What challenges did they overcome?

3. Connect Advice to Action: If possible, mention a piece of advice you gave and how the mentee successfully implemented it to achieve a positive outcome.

4. Emphasise 'Growth' Qualities: Highlight traits like coachability, resilience, initiative, and a passion for learning, as these are the core strengths a mentorship recommendation can uniquely validate.

5. Use AI to Structure the Narrative: Telling a story of growth requires careful structuring. AI tools can help mentors organise their thoughts and present the mentee's development as a compelling narrative, a key component in building a powerful thought leadership strategy for both mentor and mentee.

5. Vendor-to-Business Partner Recommendation

A recommendation from a vendor or business partner offers a unique and powerful perspective on a professional's capabilities. Unlike internal reviews, this endorsement comes from an external party whose own success was tied to your reliability, communication, and professionalism. It serves as a powerful testament to your ability to build and maintain fruitful, collaborative business relationships.

For service providers, consultants, and those in business development, this type of recommendation is invaluable. It demonstrates trustworthiness and an ability to deliver on promises from an objective, third-party viewpoint. This is a crucial example of a LinkedIn recommendation for anyone whose role depends on fostering strong B2B partnerships and managing external stakeholders effectively.

Example Recommendation

"I've had the distinct pleasure of working with Mark and his team at Sterling Corp for over three years, during which they have been our primary logistics supplier. Mark's role as our key account manager has been pivotal to the success of our supply chain operations. His commitment to partnership goes far beyond a typical client-vendor relationship.

A prime example of Mark's dedication was during the Q4 peak season last year. We faced an unexpected surge in demand that our existing infrastructure couldn't handle. Mark proactively re-routed three of his own fleet vehicles and organised after-hours staff to ensure our shipments went out on time, preventing significant delays and potential revenue loss. This single act saved our most critical customer relationship.

Mark's communication is consistently clear, transparent, and timely. He possesses an incredible ability to anticipate challenges and present solutions before they become problems. Any business looking for a reliable, solution-oriented, and genuinely collaborative logistics partner would be incredibly fortunate to work with Mark."

Strategic Breakdown

• Opening Context: The recommendation immediately establishes the nature and duration of the relationship ("logistics supplier" for "over three years"), lending instant credibility and context.

• Specific Skills & Achievements: It moves beyond generic praise like "good service" and focuses on a core competency: proactive problem-solving and partnership. The narrative is about collaboration, not just a transaction.

• Quantifiable Impact: While not using a percentage, the impact is quantified in terms of business survival: "preventing significant delays and potential revenue loss" and "saved our most critical customer relationship." This is a powerful, results-focused statement.

• Soft Skill Emphasis: It highlights crucial B2B soft skills like "clear, transparent, and timely" communication and the ability to "anticipate challenges," which are essential for successful partnerships.

• Strong Closing: The closing sentence summarises Mark's value proposition as a partner and offers a strong, forward-looking endorsement to future potential clients or collaborators.

Actionable Takeaways

To secure or write a similar recommendation:

1. Start with the Relationship: Clearly state the business context (e.g., "We partnered with Jane's firm to overhaul our digital security...").

2. Highlight Partnership Over Transaction: Frame the narrative around collaboration and mutual success, not just the service provided.

3. Reference a Specific Challenge: Recounting a time when the person went above and beyond to solve a problem makes the recommendation highly memorable and impactful.

4. Connect Actions to Business Outcomes: Explain how their reliability, quality, or problem-solving directly benefited your organisation (e.g., saved money, protected revenue, improved efficiency).

5. Leverage AI for Public Praise: To encourage such recommendations, use tools like Postline.ai to create public posts thanking your vendors or partners for specific contributions. This public acknowledgement often prompts them to reciprocate with a formal recommendation, strengthening the business relationship.

6. Student-to-Professor/Instructor Recommendation

In an era dominated by online courses, workshops, and continuous professional development, a recommendation from a student to their instructor or professor is incredibly valuable. This endorsement validates an educator's teaching effectiveness, subject matter expertise, and ability to create a tangible impact. For trainers, university lecturers, course creators, and professional coaches, these testimonials serve as powerful social proof, attracting future learners and building a reputation for quality.

For a student or mentee, providing such a recommendation is a meaningful way to express gratitude and acknowledge the positive influence an educator has had on their career path. It helps skilled instructors gain visibility and credibility in a competitive educational landscape. This is a crucial example of a LinkedIn recommendation that highlights the value of knowledge-sharing and mentorship in the professional world.

Example Recommendation

"Professor Davies' 'Digital Strategy & Analytics' course was a pivotal part of my professional development journey. As someone transitioning into a new industry, I was looking for a programme that offered both foundational knowledge and practical, real-world application, and Professor Davies delivered this perfectly.

His ability to demystify complex concepts like SEO algorithms and multi-touch attribution modelling was remarkable. What truly set the course apart was his hands-on approach. The final capstone project, where we developed a full-funnel digital strategy for a real-world start-up, was instrumental in helping me secure my current role as a Digital Marketing Specialist. The skills I learned under his guidance are ones I use every single day.

Professor Davies is more than just a lecturer; he is a dedicated mentor who is genuinely invested in his students' success. I wholeheartedly recommend his courses to any professional looking to gain a true competitive edge in the digital marketing landscape."

Strategic Breakdown

• Opening Context: The recommendation immediately sets the scene by naming the course ("Digital Strategy & Analytics") and the student's personal context ("transitioning into a new industry"), making the feedback highly relatable for prospective learners.

• Specific Skills & Teaching Style: It highlights the instructor's core strength ("demystify complex concepts") and gives concrete examples ("SEO algorithms and multi-touch attribution modelling"). This demonstrates the depth of the curriculum.

• Quantifiable Impact: While not using percentages, the impact is quantified through a direct career outcome: the course was "instrumental in helping me secure my current role." This is a powerful, results-oriented testimonial.

• Soft Skill Emphasis: It praises the instructor's qualities beyond technical knowledge, using words like "dedicated mentor" and "genuinely invested," which speaks to his personal commitment and teaching approach.

• Strong Closing: The final sentence provides a clear, enthusiastic endorsement aimed directly at the target audience ("any professional looking to gain a true competitive edge").

Actionable Takeaways

To craft a powerful recommendation for an instructor or mentor:

1. State the Course/Context: Begin by naming the specific course, workshop, or mentorship programme to provide immediate clarity.

2. Highlight a "Lightbulb" Moment: Mention a specific complex topic the instructor made clear or a particular project that was especially impactful. This adds authenticity.

3. Connect Learning to Career Outcomes: Explain how the knowledge or skills gained directly helped you. Did it help you land a job, earn a promotion, or successfully manage a project? Be specific.

4. Describe Their Teaching Style: Comment on what makes them a great educator. Are they engaging, patient, challenging, or supportive? This helps others understand the learning experience.

5. Utilise AI for Articulation: Sometimes it's hard to put gratitude into professional words. Tools like Postline.ai can help you structure your thoughts, ensuring your recommendation is both heartfelt and professionally polished. This is an efficient way to learn how to write effective LinkedIn posts that properly honour a great mentor.

6 LinkedIn Recommendation Types Compared

Your Turn: Elevate Your Professional Network, One Recommendation at a Time

You now possess a comprehensive playbook filled with diverse and impactful examples of LinkedIn recommendations. We have journeyed through the nuances of crafting endorsements that resonate, moving far beyond generic platitudes to build a framework for genuine professional storytelling. The core lesson is clear: the most powerful recommendations are specific, authentic, and rooted in tangible evidence of skill and character.

By analysing the structure and strategy behind each example of LinkedIn recommendation, from a manager championing a direct report to a client applauding exceptional service, you have seen how context and relationship dictate the most effective approach. The goal is no longer just to praise, but to validate, quantify, and illustrate the unique value an individual brings to their role. This shift in mindset transforms a simple recommendation from a polite gesture into a potent career asset for both the giver and the receiver.

Key Strategic Takeaways to Implement Now

To truly master the art of the LinkedIn recommendation, distil the insights from this guide into a repeatable process. Focus on these core principles as you begin to write for your network:

• Start with a Strong Opening Hook: Immediately establish your relationship and the primary reason for your endorsement. Avoid vague introductions like "John is great to work with." Instead, try: "Working alongside Sarah on the Q4 product launch was a masterclass in efficient project management."

• Anchor Praise in Specifics: Abstract compliments lack weight. Ground your statements in concrete examples, metrics, or specific projects. Replace "She has excellent communication skills" with "Her ability to synthesise complex technical data into a clear, compelling presentation for stakeholders was instrumental in securing project funding."

• Highlight Both Hard and Soft Skills: A great recommendation paints a complete picture. While technical proficiency is vital, showcasing qualities like resilience, collaborative spirit, or creative problem-solving provides a more holistic and memorable endorsement.

• Tailor the Tone to the Relationship: The warmth and personal insight you'd share for a close colleague will naturally differ from the more formal, results-oriented tone you might use for a high-level business partner. Adjust your language to reflect the nature of your professional connection.

Putting Your Knowledge into Action

Mastering the craft of writing powerful endorsements is only half the equation. To build a robust profile that accurately reflects your own capabilities, you must also be adept at seeking them out. While crafting strong recommendations for others is vital, it's equally important to know the best practices for yourself, such as learning how to ask for a recommendation on LinkedIn in a way that is both professional and effective. Providing a gentle prompt or a few bullet points about a shared project can make the process significantly easier for the person you are asking, ensuring the final text is detailed and relevant.

Ultimately, each recommendation you give is a reflection of your own professional brand. It signals that you are an observant, generous, and supportive member of your professional community. By applying the strategies and analysing the examples we have covered, you are not just helping someone else's career; you are actively strengthening your own network, building social capital, and cultivating a reputation as a leader who recognises and elevates talent. Begin today. Identify one person in your network who deserves a thoughtful, specific endorsement and use these principles to craft it.

Ready to write impactful recommendations but short on time? Let Postline.ai help you craft personalised, professional endorsements in seconds. Our AI-powered tool uses the same strategic principles to generate high-quality text, allowing you to support your network effectively and build stronger professional relationships. Visit Postline.ai to get started.