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I recently took over a team from a different tribe, my approach was to observe what the team was doing and how I could best help them. 

One of the observations was that a team member was not contributing as much as was expected and ultimately was underperforming. I raised this with the previous line manager and he validated my concerns and said that he will likely get another developing in performance review and be put on a PIP. 

After some initial conversation with the individual, discussing what I've observed and how his not meeting expectations, I was pretty sure, this person was checked out and was likely heading for a difficult performance review

However, after some further discussion and people a relationship with that individual, they opened up and start to share their difficulties they were having. This then allowed me reach out the necessary teams to get them the support they needed. 

Utlimately, they proved me wrong, as due the the hard work with both put in, his on track for a good performance review 

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while reviewing one of the older projects that was currently implemented in the company I noticed that there was no alerting in place if the data pipeline breaks, the data pipeline has never been broken and it never failed for the last 2 years. it was a pipeline where the data would be dropped into an sftp bucket by the customer every hour and then it was moved to an s3 bucket where s3 triggers were implemented to moved the data in to queue. So in case there is an issue with the data not being processed we would only know when the we see a drop in volume. I identified it as a potential issue with the system and worked on a proposal to have monitoring in place so we are notified when there is an error. I worked with the program manager and devised a plan on how to implement the alerting and the time lines as well as the effort that will be needed to implement it. I mapped the impact of not having it to the current goals of the company and then put forward a proposal of implementing the alerts to the business and took their buyins. after getting the buyins I proposed the task to my team and some of the sr devlopers were not too keen on implenting the alerts, I gave the task to some of the Jr devlopers and the alerts were implemented. after the implementation we discovered that for some hrs in a day we werent getting any files so instead of getting 24 files in a day we were getting 20 files a day in an average. This was rectified by talking to the customer and the missing data was solved. but this made the whole team realize the importance of monitoring and alerting. It also bosted the moral of the Jr developers seeing the direct impact they made to the business goals

During my tenure at Cisco, I participated in a project where I collaborated with a devops team and testing team to accomplish the resource allocation . At the end of the project, each intern received an evaluation from our direct supervisor. I was surprised to find that my performance rating was lower than I expected, given the contributions I felt I had made.

Task:I wanted to understand the basis for the rating and felt it was important to clarify any discrepancies between my self-assessment and the supervisor’s perception. My goal was to maintain a positive relationship while advocating for the work I had done.

Action:I requested a brief, one-on-one meeting with my supervisor. In that meeting, I calmly listened to their feedback to understand their perspective fully. Then, I shared specific examples of my contributions:

• How I had taken the lead on documenting the current resource allocation and new resource allocation based on my experience.
• My involvement in proper resource allocation resulted in 25% reduction of P1 issues due to resource allocation.
• The additional responsibilities I took on to get all resource approvals and helm script changes went unnoticed.

I also provided the documentation and metrics I’d been tracking to illustrate the impact of my work. By centering the conversation on factual evidence and outcomes, I was able to highlight aspects of my contribution that might have been overlooked initially.

Result:After reviewing these points, my supervisor acknowledged that some of my behind-the-scenes work wasn’t fully visible to them.  we agreed to have more frequent check-ins going forward. This experience taught me the value of proactive communication and documentation, ensuring that both my manager and I have a clear view of my responsibilities and achievements.

I stand out because I combine operational depth with a transformation-focused mindset. At Mercer, I didn’t just manage benefit renewals—I identified inefficiencies and built solutions, like a global provider template that boosted data accuracy from 50% to 95%.

I also simplified complex reporting processes, saving over 15 hours per client while improving quality. What differentiates me is that I don’t wait for problems to escalate—I proactively redesign processes, engage stakeholders, and deliver scalable outcomes.

That mindset of continuous improvement and strategic thinking is what helps me make a lasting impact.

Thank you for the question. I have been working as a data engineer for a combined total of three years, working closely with business leaders and engineers at different enterprises. where my main focus and speciality was in building reliable data pipelines that supports business decision making. I also have experience running a solo consultancy firm, where I have had the opportunity to consult and build end to end data products for businesses, which has allowed to be explore and hone my leadership, and communication skills on top of my technical expertise. Above all. in addition to the skills  I have learnt over the last three years, my experience in academia, especially as a consequence of my PhD research, I have a strong preference and a proven track record  in delivering complex analytical tasks.  All of the above essentially package me up as  an ideal candidate for this role.