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subex ltd Recruitment Process, Interview Questions & Answers

Subex Ltd conducts a multi-stage interview starting with a technical assessment or coding test, then a detailed technical interview focusing on telecom solutions, and ends with an HR round emphasizing behavioral and situational responses.
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About subex ltd

Company Description

Subex Ltd is a leading global provider of digital trust, analytics, and fraud management solutions, primarily serving the telecommunications industry. Established in 1992, the company has evolved with the digital landscape to offer innovative solutions that enable businesses to enhance operational efficiency, reduce costs, and drive revenue growth. Subex is known for its collaborative work culture, which encourages teamwork, creativity, and continuous learning. Employees are valued for their contributions, and the environment fosters open communication, diversity, and inclusion. Subex is committed to employee development, offering various training programs and career advancement opportunities, ensuring a dynamic and supportive job environment.

Data Scientist Interview Questions

Q1: What experience do you have with machine learning algorithms?

I have worked extensively with machine learning algorithms, including supervised and unsupervised learning techniques. I have implemented algorithms such as regression, decision trees, and clustering in various projects to analyze data trends and create predictive models.

Q2: How do you handle missing data in a dataset?

I typically handle missing data by first assessing the extent and pattern of missingness. Depending on the situation, I may choose to impute missing values using mean/mode/median, use algorithms that can handle missing data, or remove records with extensive missing data to maintain the integrity of the analysis.

Q3: Can you explain the difference between supervised and unsupervised learning?

Supervised learning involves training a model on a labeled dataset, where the outcome variable is known, to make predictions. In contrast, unsupervised learning deals with unlabeled data, where the model tries to identify patterns or groupings without prior knowledge of the outcomes.

Q4: What data visualization tools are you familiar with?

I am proficient in various data visualization tools, including Tableau, Matplotlib, and Seaborn. I use these tools to create visual representations of data that help communicate insights effectively to stakeholders.

Q5: Describe a project where you used data analytics to solve a business problem.

In a previous project, I analyzed customer behavior data to identify patterns in churn rates. By implementing a predictive model, I was able to help the company target at-risk customers with tailored retention strategies, which ultimately reduced churn by 15%.

Software Engineer Interview Questions

Q1: What programming languages are you proficient in?

I am proficient in several programming languages, including Python, Java, and C++. I primarily use Python for data analysis and machine learning tasks, while I use Java and C++ for developing scalable applications.

Q2: Can you explain the software development lifecycle?

The software development lifecycle (SDLC) consists of several phases: planning, analysis, design, implementation, testing, deployment, and maintenance. Each phase is essential for ensuring that the software meets user requirements and is delivered on time and within budget.

Q3: How do you ensure code quality?

I ensure code quality by following best practices such as writing unit tests, conducting code reviews, and using version control systems. Additionally, I adhere to coding standards and guidelines to maintain consistency and readability in the codebase.

Q4: Describe your experience with Agile methodologies.

I have experience working in Agile environments, participating in daily stand-ups, sprint planning, and retrospectives. I appreciate Agile's iterative approach, which allows for flexibility and continuous feedback throughout the development process.

Q5: Have you ever faced a significant challenge in a software project? How did you overcome it?

Yes, I once faced a challenge where a critical component of the software was not meeting performance standards. I conducted a thorough analysis, identified bottlenecks, and optimized the code, which improved performance by 30%.

Business Analyst Interview Questions

Q1: How do you gather requirements from stakeholders?

I gather requirements through various methods such as interviews, surveys, and workshops. I prioritize clear communication to ensure that all stakeholders are aligned and that their needs are accurately captured.

Q2: What tools do you use for data analysis?

I use tools like Excel for basic data analysis, SQL for querying databases, and Python with libraries like Pandas for more complex analyses. Additionally, I utilize visualization tools like Tableau to present the findings effectively.

Q3: Can you describe a time when you had to manage conflicting stakeholder requirements?

In a previous project, there were conflicting requirements between two departments. I facilitated a meeting to discuss their needs and priorities, allowing them to collaborate on a compromise that would satisfy both parties while aligning with the overall business objectives.

Q4: What techniques do you use for process improvement?

I use techniques such as process mapping, root cause analysis, and Lean Six Sigma methodologies to identify inefficiencies and streamline processes. This helps in developing solutions that enhance productivity and reduce waste.

Q5: How do you validate that the solutions you propose are effective?

I validate proposed solutions through metrics and KPIs that align with business objectives. After implementation, I conduct follow-up analyses to measure the impact of the solutions and make any necessary adjustments based on feedback and results.

subex ltd Interview Questions and Answers

Updated 21 Feb 2026

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Frequently Asked Questions in subex ltd

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Common Interview Questions in subex ltd

Q: In a sports contest there were m medals awarded on n successive days (n > 1). 1. On the first day 1 medal and 1/7 of the remaining m - 1 medals were awarded. 2. On the second day 2 medals and 1/7 of the now remaining medals was awarded; and so on.On the nth and last day, the remaining n medals were awarded.How many days did the contest last, and how many medals were awarded altogether?

Q: A hare and a tortoise have a race along a circle of 100 yards diameter. The tortoise goes in one directionand the hare in the other. The hare starts after the tortoise has covered 1/5 of its distance and that too leisurely.The hare and tortoise meet when the hare has covered only 1/8 of the distance. By what factor should the hareincrease its speed so as to tie the race?

Q: A rich merchant had collected many gold coins. He did not want anybody to know about them. One day his wife asked, "How many gold coins do we have?" After pausing a moment, he replied, "Well! If I divide the coins into two unequal numbers, then 32 times the difference between the two numbers equals the difference between the squares of the two numbers."The wife looked puzzled. Can you help the merchant's wife by finding out how many gold coins they have?

Q: Suppose a newly-born pair of rabbits, one male, one female, are put in a field. Rabbits are able to mate at the age of one month so that at the end of its second month a female can produce another pair of rabbits. Suppose that our rabbits never die and that the female always produces one new pair (one male, one female) every month from the second month on.

Q: There are 3 clans in an island - The Arcs who never lie, the Dons who always lie and the Slons who lie alternately with the truth. Once a tourist meets 2 guides who stress that the other is a Slon. They proceed on a tour and see a sports meet. The first guide says that the prizes have been won in the order Don, Arc, Slon. The other says that, the order is Slon, Don, Arc. (the order need not be exact). To which clan did each of the guides and the players belong? ...

Q: T, U, V are 3 friends digging groups in fields. If T & U can complete i groove in 4 days &, U & V can complete 1 groove in 3 days & V & T can complete in 2 days. Find how many days each takes to complete 1 groove individually.

Q: A light bulb is hanging in a room. Outside of the room there are three switches, of which only one is connected to the lamp. In the starting situation, all switches are 'off' and the bulb is not lit. If it is allowed to check in the room only once.How would you know which is the switch?

Q: There is a room with a door (closed) and three light bulbs. Outside the room there are three switches, connected to the bulbs. You may manipulate the switches as you wish, but once you open the door you can't change them. Identify each switch with its bulb.

Q: The egg vendor calls on his first customer and sells half his eggs and half an egg. To the second customer, he sells half of what he had left and half an egg and to the third customer he sells half of what he had then left and half an egg. By the way he did not break any eggs. In the end three eggs were remaining . How many total eggs he was having ?

Q: A vessel is full of liquid. From the vessel, 1/3rd of the liquid evaporates on the first day. On the second day 3/4th of the remaining liquid evaporates. What fraction of the volume is present at the end of the second day

Q: In a Park, N persons stand on the circumference of a circle at distinct points. Each possible pair of persons, not standing next to each other, sings a two-minute song ? one pair immediately after the other. If the total time taken for singing is 28 minutes, what is N?

Q: Raj has a jewel chest containing Rings, Pins and Ear-rings. The chest contains 26 pieces. Raj has 2 and 1/2 times as many rings as pins, and the number of pairs of earrings is 4 less than the number of rings. How many earrings does Raj have?...

Q: Jack and his wife went to a party where four other married couples were present. Every person shook hands with everyone he or she was not acquainted with. When the handshaking was over, Jack asked everyone, including his own wife, how many hands they shook?

Q: An escalator is descending at constant speed. A walks down and takes 50 steps to reach the bottom. B runs down and takes 90 steps in the same time as A takes 10 steps. How many steps are visible when the escalator is not operating. 

Q: A family X went for a vacation. Unfortunately it rained for 13 days when they were there. But whenever it rained in the mornings, they had clear afternoons and vice versa. In all they enjoyed 11 mornings and 12 afternoons. How many days did they stay there totally?

Q: A Man is sitting in the last coach of train could not find a seat, so he starts walking to the front coach ,he walks for 5 min and reaches front coach. Not finding a seat he walks back to last coach and when he reaches there,train had completed 5 miles. what is the speed of the train ?

Q: A person meets a train at a railway station coming daily at a particular time. One day he is late by 25 minutes, and he meets the train 5 k.m. before the station. If his speed is 12 kmph, what is the speed of the train.

Q: There are some chickens in a poultry. They are fed with corn. One sack of corn will come for 9 days. The farmer decides to sell some chickens and wanted to hold 12 chicken with him. He cuts the feed by 10% and sack of corn comes for 30...

Q: Motorboat A leaves shore P as B leaves Q; they move across the lake at a constant speed. They meet first time 600 yards from P. Each returns from the opposite shore without halting, and they meet 200 yards from. How long is the lake?

Q: Six persons A,B,C,D,E & F went to solider cinema. There are six consecutive seats. A sits in one of the seats followed by B, followed by C and soon. If a taken one of the six seats , then B should sit adjacent to A. C should sit adjacent A or B. D should sit adjacent to A, B,or C and soon. How many possibilities are there?

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