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During final stages of testing upgraded version of core banking applications, we encountered a defect which required resolution from development team. After dev deployed the defect, I had very limited time to thoroughly retest and perform regression.

My task was to perform retesting and make sure there are no major defects after the release.

After resolution, based on my prior knowledge of the apps I grouped those testcases that had a potential impact to run automation regression to speed up the testing. While I manually tested the defects with some edge case scenarios. 

I kept the cross functional team updated about the testing progress and the risk involved if testing wasn't completed on time. 

But, I was able to mitigate the risk of not completing the testing on time and major risk of unexpected issues with the help to prior knowledge and proactive communication.

Thus, I learnt from this incident to carefully strategizing the situation and collaborative approach can help to mitigate risks.

In the first company I worked as tech lead, even though my performance rating was good, I received a 360 degree feedback on my interpersonal skills as well. One of them said that I sounded a bit rude in couple of discussions. When I asked for the instances, I got examples where I got the feedback from and not whom. So I had to explain my manager that it was not intentional and the aggressive demanding nature of mine could have been perceived as rude. But I considered the feedback and identified, corrected myself, toned down the way I speak in certain instances which made a set of teams in my org ex: production support teams reach out to me more often now for guidance. So this helped me gain valuable experience and unlock a totally different perspective in terms of collaboration with other squads in the company.

I led a project to implement a new feature in our loan processing system aimed at reducing API latency for faster loan approvals. Midway, I encountered data inconsistencies and latency issues caused by schema mismatches between the new API and our backend services. To resolve this, I optimized the data schema mapping, streamlined query performance, and introduced Redis caching for frequently accessed data, which significantly reduced the API call frequency and improved response times.

I also collaborated with QA to parallelize testing, allowing us to catch issues early. By continuously optimizing our microservices with adjustments to load balancing and asynchronous data processing, we increased processing speeds by 20%. While the deadline was slightly extended, our enhancements directly improved loan approval times and were a solid technical win for both the team and the user experience.

I was working with 5 customers at once, and had to focus on those activities where I could make a difference, make the most impact, that I could not delegate, and where I could balance with other priorities - in order to do that, I measured the priority of the tasks by the cost of delay, in other words, the impact of not doing them at that time. Then, with more clarity about the priorities, I thought which ones I could delegate to other team members, and if that made sense, with the required support and guidance from my side. Working as a team and not trying to get everything done yourself is key in the long term with multiple, competing priorities. Then, organizing my time well in short, focused timeslots for the most important tasks, made a difference.

One project i'm proud of is my internship project which was a full stack project where i had the chance to create a prototype of a template manager , storing the data into a cassandra database, alongside using springboot and java to work on the module structure and life of the project, I then used js and react for UI. This prototype was then deployed and is now being used by internal payment team at jpmc, instead of going to search every resource, i store all the templates in one template manager and they can know just search the nav bar and get the exact template they need. I'm proud of this project not only because it was my first real project using the new languages and frameworks i was learning during internship but it also gave me the confidence of knowing and seeing that I can do this even though i dont have a degree in this field!

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.

I was having a team member, who was technically strong, but when it came to gelling with the team members, he was having problems. His comments/feedback for the technical artefacts, or for ones understanding of a problem, was showing people in a bad light. Team members were apprehensive, working with him. People started to unplug themselves while that person was around. I could sense that, the team’s engagement had started to wane. If that had continued, we were at risk of losing that person from the team.

I initially un-plugged him from the team discussions and meetings and started to have a daily sync-ups with him. Sensitised him about working as a team and how successful teams thrive in the organisation. Made him enrol for some trainings like - Seven habits of highly effective people. Recommended that training mainly because of the focus it lays on - personal change, collaborations with the team etc.

Then he started to show empathy towards the team members, started to mingle with team, started to give constructive feedbacks for the technical contributions and started to show respect to the fellow team members. The bridge that was created, started to disappear. And we finally made him part of all the discussions and meetings and today, he is one of the go-to person in the team.

Let me start by asking clarfying questions.

Are you asking about which application I like and why do I like it and how can I improve it ?

 I like instagram as it's available on both the platforms like Ios and android.It has features that are related to the latest generation with ease of use in mind.It has privacy features like multi factor authentication,ability to approve or reject a incoming message from a sender who is not in your followers list.Ability to choose who can follow or if you can unfollow them.It also has personal and privacy mode and various features like reels,IG movies etc.

The thing I would like to focus to improve on is reels.Reels is a feature on instgram which is a short version of videos where you can post dance,acting,messages all type of content in a video format.You can create a video of multiple pictures as well by adding audio,effects etc.However as content creation is more in use people find reels to be more time consuming and also has some content that is too young for the kids as kids are more to be prone to mobile devices.There are two pain points one is that reels show lot of various content that is not suitable for kids and also lot of our friends share lot of reels that end up in the inbox unseen like constant spamming your inbox with shared reels.I will focus on pain point no 1 about having reels content that is not suitable for kids.I would think of having like a filter or a toggle button on to say kids content only when the phone is in hands of a kid that would restrict the adult content and I would message the succes by seeing how many users switched on the toggle and would first release it as beta version to set of users and collect feedback by asking how is our new filter.

Situation: During the first calibration of Non-Maturity Deposit (NMD) models, I was working with a senior colleague and a consultancy firm to implement these models. At that time, market rates were rising, and the consultancy firm suggested calibrating a key parameter, the "beta," to be highly sensitive to market rates. My manager agreed, but I disagreed, as I believed this high sensitivity could lead to inaccurate estimations in future calibrations.

Action: I engaged in discussions with my manager and the consultancy firm to fully understand their reasoning. They argued that a more sensitive beta could improve management of metrics like Delta EVE and Delta NII, which was valid. However, I pointed out that we lacked sufficient evidence to support such a high beta and that it might cause issues in future estimations. To address the disagreement, I conducted a sensitivity analysis, testing the model under various market rate scenarios.

Result: The sensitivity analysis helped us reach a compromise. We agreed to lower the beta, ensuring more stability in the model's performance. This adjustment allowed for a smoother transition of the parameter, ultimately improving the model's reliability while maintaining good risk management practices.