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Behavioral
3 years ago
What would you say your biggest achievement is, so far.
Data ScientistEngineering ManagerUX DesignerUX Researcher

Sanmina

Hailo

Magic Leap

As Program Manager my biggest achievement was leading the development of a complex electromechanical module for HP. The project consisted of developing and producing a huge electromechanical module for a high-speed large format printer.

I was in charge of overseeing the entire Product Development Process, from requirements gathering and solution design to development, testing, deployment, and mass production release.

The Key aspects of this project included

1.Strategic planning: I developed a plan including the project Objectives, scope, and deliverables, as well as timelines, milestones, and resource requirements.

2.Stakeholders management: I engaged with key stakeholders such as business leaders, external vendors, and customers to keep them all on the same page, ensure alignment, and address concerns.

3.Risk Management: Identifying potential risks and challenges associated with product performance, compatibility with external modules, material availability, etc.

4.Collaboration and Communication: I facilitated collaboration and communication among cross-functional teams involved in the project, including engineering, operations staff, and materials, to ensure alignment.

5.Quality Assurance: Implementing robust testing processes and quality assurance measures to ensure reliability and performance.

6.Mass production release: Worked with all operational teams to ensure material and factory readiness to launch the program to mass production

Finally, the project was released on time and satisfied all stakeholders, internal and customer. This reinforced the importance of clear and transparent communication between stakeholders to drive successful technical outcomes and foster a collaborative team environment.

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3 years ago
Behavioral
3 years ago
I'd like you to tell me about a time when you changed how you worked.
Data ScientistData Science ManagerML Engineering ManagerData Engineering Manager

Sanmina

Hulu

Asana

+6

l, I initially built automation scripts for trade reconciliations and reporting using standalone Python and UNIX-based cron jobs. These worked well for smaller data volumes, but as our operations scaled across global teams in London, Hong Kong, and the Bahamas, performance and maintainability became a bottleneck.

I realized I needed to adapt my workflow to better support large-scale, distributed processes. So, I changed how I worked by migrating critical pipelines from PostgreSQL and flat scripts into a more robust ETL framework using Databricks and Delta Lake. I restructured batch processes into streaming jobs and modularized the Python code to be production-grade. I also started using Kafka and Kubernetes to improve system reliability and orchestration.

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3 years ago
Behavioral
3 years ago
Your most memorable project. Share it with me.
Data ScientistTechnical Program ManagerSoftware EngineerProduct Manager

Sanmina

Electronic Arts Logo

Electronic Arts

Dropbox Logo

Dropbox

+1

I look after our email platform and our existing solution wasn't flexible enough to handle targeted messages at scale. We were missing an opportunity with users to send personalised messages at the right time to help increase engagement. I embarked on a project to implement a new marketing automation software. This project required alignment across our product, data, retail, security and legal teams. I spent time researching the availble tools in the marketing and workshopping requirements with relevant stakeholders, we created an RFP and sent to a number of suppliers. Each round of the RFP I assigned a score to the company and gathered feedback from stakeholders. This ensured the decision making process was fair and we had strong evidence when sharing the business case to senior leadership.

Once we decided on the supplier, I was responsible for implementing the tool which required support across various teams within the business. Implementing something cross-functionally

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3 years ago
Behavioral
3 years ago
I'd like to learn something about you that isn't on your resume.
Data ScientistEngineering ManagerUX DesignerUX Researcher

Sanmina

Superhuman Logo

Superhuman

DeliveryHero Logo

DeliveryHero

+8
  • Self-Motivated: I thrive on challenges and take initiative to learn and grow without external prompts.

  • Passion for Exploration: I love exploring new places, immersing myself in diverse environments, and gaining fresh perspectives.

  • People-Centric: I enjoy engaging with new people, building connections, and exchanging ideas.

  • Mentorship: Mentoring others is something I genuinely enjoy, as it allows me to share knowledge and help others grow.

  • Appreciation for Art and Culture: I have a deep love for art, culture, music, and world cinema, which enriches my creativity and worldview.

  • Cooking Enthusiast: I love experimenting in the kitchen and trying out new dishes, blending culinary skills with creativity.


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3 years ago
Behavioral
3 years ago
I would like you to describe a process that you learned or developed at your previous job that you think will be valuable to your future position with Sanmina
Data Scientist

Sanmina

Get answer reviewed by AI
3 years ago
Behavioral
3 years ago
Could you explain why you believe Sanmina is the right fit for you?
Data Scientist

Sanmina

Get answer reviewed by AI
3 years ago
Behavioral
3 years ago
I want to know about a time you failed at achieving something you had set out to do.
Data ScientistProduct ManagerBackend EngineerSoftware Engineer

Sanmina

Okta Logo

Okta

Stitch Fix Logo

Stitch Fix

+3

Situation:

I was laid off from my first job just four months after joining due to budget constraints. This was a major setback for me as I had just started my career. Around the same time, my father suffered a heart attack, which required me to stay at home and take care of him while he was on bed rest for several months. The combination of losing my job and dealing with a family emergency left me feeling devastated, and I struggled to apply for new roles.

Action:

Despite these challenges, I remained determined to grow in my career. While caring for my father, I focused on upskilling myself:

  • I attended mentor sessions on ADPList to gain industry insights.

  • I reached out to experienced designers on LinkedIn for portfolio reviews and feedback.

  • I enrolled in courses through Interaction Design Foundation (IxDF) to expand my knowledge.

  • I continuously improved my portfolio and resume, incorporating the feedback I received.

I also actively networked with professionals, which helped me regain confidence and visibility in the industry.

Result:

My persistence paid off. Where I once struggled to pass resume screenings, I started receiving recruiter calls consistently. In fact, this very interview happened because I proactively connected with a senior designer, shared my portfolio, and received a referral for this role. This experience not only strengthened my portfolio and skills but also taught me the power of perseverance, networking, and continuous learning.

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3 years ago
Behavioral
3 years ago
In the past, have you had a lot of responsibilities, which has presented you with a challenge?
Data ScientistBackend EngineerProduct ManagerSoftware Engineer

Sanmina

MyGlamm Logo

MyGlamm

HubSpot Logo

HubSpot

+7

In my role leading the launch of that new customer onboarding system, the pressure was really on. We had that tight three-month window and a lean team to build something that would be the first impression for all our new users. One specific hurdle we faced was integrating our legacy customer database with this brand-new system. The data structures were quite different, and initially, the data migration process was proving to be much slower and more error-prone than anticipated. This threatened to push our launch date.

To tackle this head-on, I didn't just delegate. I dove into the technical details with the lead engineer. We mapped out the data fields meticulously, identified the key transformation rules needed, and actually prototyped a more efficient data migration script using Python. This allowed us to automate a significant portion of the process that was previously manual.

Furthermore, to ensure we were building the right thing quickly, we implemented very short feedback loops. We'd build a small piece of the onboarding flow, get immediate feedback from a small group of internal users, and iterate based on their input. For example, early on, users found a particular step in the registration process confusing. Based on their feedback, we completely redesigned that screen within a couple of days, leading to a much smoother experience.

By getting into the technical weeds to optimize the data migration and by relentlessly focusing on user feedback through rapid iterations, we not only overcame the risk of a delayed launch but also delivered an onboarding experience that was significantly more user-friendly than initially envisioned. It was incredibly rewarding to see new customers move through the system so smoothly right from day one. That success really underscored the power of combining technical problem-solving with a user-centric approach

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3 years ago
Behavioral
3 years ago
When have you been proved wrong
Data ScientistEngineering ManagerUX DesignerUX Researcher

Sanmina

nCino Logo

nCino

Grab Logo

Grab

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 











I

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3 years ago
Behavioral
3 years ago
Tell me about a team experience you had
Data ScientistBackend EngineerProduct ManagerTechnical Program Manager

Sanmina

Workiva Logo

Workiva

Udacity Logo

Udacity

+2

In my current role, I led a team of 6engineers, 3quality analysts and 3 partner account managers to build and deliver a product for enabling integration with tax authorities government portal and partner tech systems to systematically onboard the partners and consume, validate and pay their invoices in line with local authorities regulatory requirements. My role involved partnering with internal xyz transportation business teams of outbound, import and returns business, financial operations, procurement and controllership teams to align on the business and tech requirements, understand the tech integration dependencies, accounting requirments and define the MVP, change management and then drive the go to market strategy through a dial up. 

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3 years ago

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*All interview questions are submitted by recent Sanmina Data Scientist candidates, labelled and categorized by Prepfully, and then published after being verified by Data Scientists at Sanmina.

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