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NUMECA International Interview

28 Questions and Answers by
| Ryan has over 10 years of experience interviewing
candidates in the healthcare, public service, and private manufacturing/distribution industries.

Question 1 of 28

As a machine learning engineer, how do you avoid the curse of dimensionality in your designs?

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NUMECA International Interview Questions


  1. As a machine learning engineer, how do you avoid the curse of dimensionality in your designs?
    • To effectively answer this question, it is important to first understand what dimensionality means in reference to machine learning and how it can curse a project. As the number of features increases in comparison to the number of observations within a data set, some algorithms struggle in pulling correct data. Your job on this question is to talk about ways that you can avoid the curse in your designs. Some possible things that you may mention and describe are feature selection, correlation thresholds and variance thresholds.

      Ryan's Answer #1

      "A common example that I use with people to explain complications in dimensionality is dropping a pin on a 10 foot straight line. This would be relatively simple to find. Next, if you dropped the pin in a 10 foot by 10 foot square, the task of finding the pin becomes more difficult. Adding a third dimension to make a 10 foot cubed area makes it all the more difficult to find the pin if placed within it. In bringing this back to machine learning, my job is to somehow make the three dimensional field that the machine will pull from easier to pull from. Last year, I was part of a team that developed a system for pulling public health data. We were able to set many variance thresholds that removed values that didn't change much from observation to observation. After careful testing, the system was able to pull information quickly and accurately based on these thresholds."

      Ryan's Answer #2

      "As you can see from my resume, I've spent the last six years working in the electronics industry. Most of my machine learning work has focused audio data. To avoid the curse of dimensionality within the systems I've designed, autoencoders have been tremendous in pulling information. While a great amount of time and effort was needed to effectively train the systems, the work was well worth it in the end."


  1. What software analysis and design tools do you have familiarity working with?
    • As a software engineer for NUMECA International, your interviewer wants to hear that you have experience in utilizing tools that you make you more proficient in your work. Dig back on your past experiences and talk openly about your experiences with the different analysis and design tools that are available to help you be better in the work that you do. In the end, make sure that your interviewer understands that you are proficient in the use of these tools and open to learning and using new tools as well.

      Ryan's Answer #1

      "As my career and experience in software engineering has grown over the years, I've come to really appreciate and utilize these tools that are available. A great example of this would be my recent education and use of Structured English for designing insurance claim software for a large auto insurer. The simplicity of the structured decisions in the program were a perfect example of a program that could utilize the tool and the end product ended up very functional for our customer."

      Ryan's Answer #2

      "I have great working knowledge in creating and reading data flow diagrams. To help with both our own sales staff and with customers, DFD's have been super helpful and I consider myself very proficient in creating them. I've also recently been introduced to decision tables to aid in product testing. I was working on a new system that involved some very complicated business rules and the decision table helped outline everything perfectly for our testing."


  1. Talk about a recent successful project that you worked on that required you to navigate some troubled waters during the project. What were the roadblocks and how did you overcome them?
    • While your resume and your past experiences can easily show your interview that you have the technical abilities for this position with NUMECA International, your interviewer needs some insight on your problem solving skills. This question allows your interviewer a chance to see how you handle adversity by using resources available to you. In your answer, talk about your ability to think critically and leverage people and resources to the advantage of beating a roadblock in your work. Make sure that your answer provides an example of a project that ended in success.

      Ryan's Answer #1

      "A couple of years ago, I was the lead architect on a new software package that we were developing. As in any project, I was tasked with reviewing and approving the code the would be enveloped in the software. Because the final code impacted our potential clients and this was certainly a unique package we were developing, I proposed putting together a focus panel of existing clients to discuss potential needs out of a new system. My senior leaders were very reluctant to do this as they didn't want any word getting out about the program in its infancy. Knowing that we really wanted their feedback to start the coding process, I worked with our sales staff to build a list of our most dedicated customers. Then, I approached out leadership with this group and they approved without reluctance. After putting together the focus panel and gathering their thoughts, we built a phenomenal program that exceeded all of our sales and performance expectations."

      Ryan's Answer #2

      "I know that a large part of my success in the software architecture field is due to my ability to work collaboratively with others and provide mentorship to those on my team. On a recent project, I faced a design engineer that was very rigid in their ways and was unable to conform with new requirements for a system we were designing. In one of our first planning meetings, it became very evident that he would be unwilling to change in his ways. Being a person that wants to talk things out before escalating things further, I invited him to my office to talk one on one. I used a very educational approach to explain why we would be using the process we would be and I encouraged his participation in that approach. He hesitantly agreed. As we moved from design phase to the implementation phase, the engineer went right back to his old way of doing things and not embracing our new process. Rather than upsetting the entire project time, I immediately approached the engineer with a your either on board the ship or off the ship approach. Rather quickly, he asked that his seat on the team be reassigned to another engineer. In doing that quickly, our project was back up and running with success."


  1. Do you have experience working with different CASE tools? If so, what do you have experience with?
    • The world of software engineering has greatly benefited from advancements in computer aided software engineering tools. Because NUMECA International is at the forefront of the industry, your interviewer will be looking to hear which tools you have experience with. Make sure not to concern yourself with providing a correct answer here, but rather focus on your flexibility to learn new aides when needed while explaining what you have experience with.

      Ryan's Answer #1

      "In my current role, I regularly utilize both diagramming and web development tools. The diagram tools assist our software projects by outlining the system data and components in a graphical form for us and this saves us a great amount of time while also being very reliable. The web development tools greatly help me visualize site changes that I am making because I don't have a deep background in web development. If hired for this position, I'd look forward to learning other CASE tools for prototyping, quality assurance and maintenance."

      Ryan's Answer #2

      "During my career and in my experience with CASE tools, most of my experience is in the lower CASE elements that focus on coding and testing the software after initial development. CASE tools have certainly made life as a software engineer more efficient and effective and I'd look forward to learn any new CASE tools if hired for this position here at NUMECA International."


  1. What experience do you have in the different types of software maintenance?
    • As a reputable company, NUMECA International takes their software maintenance processes seriously and your interviewer is looking to hear that you are familiar with the four different types of software maintenance. Talk to your interviewer about any work you have done in the past with corrective, adaptive, perfective and/or preventative software maintenance. Use specific examples and make sure that your interviewer walks away from your conversation knowing that you understand the importance of proper system maintenance.

      Ryan's Answer #1

      "Being familiar with all four types of software maintenance, my most used method of maintenance in my current role is corrective. Based on bug reports from end users, I work through coding and logic issues to resolve issues in a timely and effective manner. In the maintenance I perform, I never hesitate to pick up the phone and contact customers to hear first hand about what they are experiencing. By doing this, they feel like they are an important part of the process and it reflects well on me and my organization."

      Ryan's Answer #2

      "In my current role, I'd definitely say that a majority of the maintenance work that I do is adaptive maintenance. Working in banking software that is used around the globe, I help perform system maintenance for changes in currency on a pretty regular basis. This work requires research and talking with end users to help adapt the programs for their use. If hired here at NUMECA International, I also have experience performing perfective, preventative and corrective maintenance on software as well."


  1. What methods do you use to stay up-to-date on the latest trends in tech?
    • With technology constantly changing, employers want to know that they are hiring people who are committed to learning and growing. Be sure to explain to your prospective employer how you stay up-to-date and how you're committed to growing your knowledge as your industry grows. They want to know that they're investing in someone who is also investing in themselves.

      Ryan's Answer #1

      "I have leveraged a number of sources to stay up-to-date on my knowledge, including LinkedIn Learning and industry sites such as TechCrunch. I'm also active on Github where I'm able to work on projects to grow my knowledge. Quora is a place where I lend my knowledge to others and also read about topics I may not be fully versed in, or want to learn more about. Technology has really benefited me in learning more about technology and that excites me about what the future holds for further learning and development."

      Ryan's Answer #2

      "I am newer to my financial services career and have worked very hard to develop a strong portfolio this past year. Currently my portfolio is worth $$. What size of portfolio would I be responsible for at NUMECA International?"


  1. If you were asked to review a colleague's code that they had written, what key things would you look for?
    • For this question, your interviewer will obviously be looking to hear that you have adequate knowledge when it comes to coding processes. But most importantly, your interviewer will be looking to gauge your ability to be a team player and focus on the bigger picture when working on a project. In your answer, focus on your attention to detail and your ability to help others when needed.

      Ryan's Answer #1

      "As an experienced software engineer, I fully expect my colleagues to reach out to me for my insight and I never hesitate to provide open and honest feedback. When asked to do this, my main focus is ensuring that the code is readable and functional. If there are lines of code that need to be removed, I don't hesitate to let my colleague know that while also giving them feedback on why I feel it is unnecessary."

      Ryan's Answer #2

      "When I'm asked to do this in my current position, my main focus is on regulatory requirements that were put in place for the project and security issues. I work with a team of great engineers that are very efficient coders and these two areas are most often overlooked."


  1. Beyond revenue, how do NUMECA International's products benefit our clients?
    • An excellent software product can positively affect a business in a multitude of ways. From organization to client relationships, increasing leads, offering better data collection and, and information management. The interviewer wants to see that you have spent the time getting to know the features and benefits of their software before your interview. Discuss the ways that NUMECA International's offering can benefit potential customers far beyond revenue.

      Ryan's Answer #1

      "I fully understand that, although revenue is a significant driver, it is not everything to companies when they are deciding on their software products. Additional benefits to NUMECA International's software, from my research, include better organization of data so that information can be leveraged in areas of product development, market research, smarter hiring decisions, and more."

      Ryan's Answer #2

      "From what I see, there are a plethora of benefits to NUMECA International's products. When a company embraces organization, has access to insightful analytics and a full support team, they can make business decisions that improve not only profits but also employee morale, customer feedback, or research and development."


  1. If hired here at NUMECA International, what do you feel would be the biggest hurdle for you to overcome from the start?
    • The key to answering this question with confidence starts with understanding that you are interviewing with NUMECA International because your interviewer feels that you are a strong candidate for this position. What your interviewer is focusing on with this question is how they could be of most help to you if hired for the job. So, take the time prior to your interview to think about an aspect of the position that would be the most difficult for you to overcome to be up and running at full speed and then take time to explain how you would plan to overcome that hurdle if hired. This structured answer will tell your interviewer that you have put thought to your potential shortcoming with a plan of action.

      Ryan's Answer #1

      "As you can see from my resume, I don't have any direct working experience with the financial industry and I would see that as my largest learning opportunity if offered this position. Like I did with my current job in the healthcare industry, I would take the time to learn the basics of the industry that would help me design the most intuitive user interfaces in the products here at NUMECA International."

      Ryan's Answer #2

      "Being a team player by nature, I've always considered my first challenge at any new company to be the task of getting to know my colleagues, their work preferences and their work styles. In the same breath, I want them to know who I am and how I best work as part of a team with them. To accomplish this, I would take the initiative to set one on one meetings with individuals that I didn't get to touch base with during my orientation process to get to know them better."


  1. NUMECA International embraces an Agile environment. Explain your experience in Agile methodologies and why you think it is important.
    • The interviewer would like to understand the depth of your knowledge in Agile. The interviewer would also like to know if you work well with team collaboration, are responsive to stakeholder needs, and can work well with team defined milestones. Give a specific example of your experience.

      Ryan's Answer #1

      "The majority of my experience has been in an Agile environment. For ten years I have been personally responsible for leading agile teams, and I have helped define team goals and milestones. This approach is important to me as I see how Agile methodology helps employees deliver better products in less time. In my current role, team productivity increased by 34% once we introduced an Agile environment, and our on-time project rate skyrocketed another 18%."

      Ryan's Answer #2

      "I especially want to work for NUMECA International because I have friends who have worked here before with really positive feedback on their experiences. I am looking for a positive work environment where I can stay for a long time to come."


  1. Would you say that you are a goal oriented on the job? What would I be able to do as your manager to help you achieve your goals if hired here at NUMECA International?
    • At the heart of this question lies your interviewers desire to see what motivates you as a potential employee at NUMECA International. Make it clear to your interviewer that you certainly are motivated by on the job goals and do this by using an example of a time where you were motivated by and achieved a goal. Then, think deeply about the type of manager that you like to work for in terms of goal setting and helping our achieve your goals. Let your interviewer know what type of management styles you appreciate the most while being open to any style.

      Ryan's Answer #1

      "I would definitely say that I am goal oriented on the job in wanting to contribute any way that I can to the overall benefit of the organization. In my current organization, our leadership focuses on overall sales numbers at the end of the year. To help achieve these goals, our department creates our own goals to help achieve the sales numbers needed to succeed. Last year, one of those goals was to be as creative as possible in our user experience design processes. With the launch of an exciting new app midyear, sales numbers skyrocketed and our department was instrumental in that. For me, it was important that we determined our goals as a team with the final stamp of approval from our manager. While this style of management really helped motivate me, I can thrive under any management style as long as expectations and goals for my work are clearly set."

      Ryan's Answer #2

      "For me, my day to day work is much more meaningful when I have goals to work for. In my current role, we have set timelines for our projects and this helps lay the framework for our goals. If hired for this position, my expectations of you as my manager would be to have goals clearly defined and a supportive atmosphere to be provided to work within."


  1. Here at NUMECA International, we ask our test engineers to follow specific QA protocols. What role do you feel QA plays in software development and testing?
    • As an experience software testing engineer, quality assurance should be ingrained in your brain and your interviewer is looking to get a sense of your personal feelings towards it in your work with this question. In your answer, be sure to highlight QA's importance in reducing errors, maintaining specifications, testing failure parameters and preventing defects from occurring. In the end, make sure that quality is your mantra in the eyes of your interviewer by giving an example or two of how you put QA in the forefront of your work.

      Ryan's Answer #1

      "As a test engineer, I take great pride in my role of ensuring that systems go out to consumers as error free as possible. In my current role, I take the time to learn all of the system specifications that are laid out by our design engineers and customize my testing to follow those specifications."

      Ryan's Answer #2

      "In my work throughout my career, quality assurance in my testing was an every minute of every day job on my part. While creating effective testing processes on new software is extremely important in following QA protocols, the recording of defects, issuing of reports and assisting the designers on fixing issues are equally important parts of the process that I'd love to let shine here at NUMECA International."


  1. In your experience in software testing, would you consider yourself proficient in both testing and debugging processes?
    • As a reputable provider of software, NUMECA International relies on their software testing engineers to both test and debug their products when necessary. Make your interviewer aware that you are knowledgeable on both processes by briefly explaining each process as you've worked on them in the past. Then, talk about your openness to working both testing and debugging processes if hired for this position.

      Ryan's Answer #1

      "Yes, I definitely would consider myself proficient in both testing and debugging software. My current role that I've held for four years since graduating from college has exposed me to both processes. In testing, I use known conditions and predefined methods to test for expected outcomes to find errors within the system. I utilize testing prior to new software rollouts. The debugging process happens to already released software that has had issues and comes with unknown conditions and unpredictable outcomes. In this process, my goal is to find the cause of the error to fix it efficiently and effectively to roll an updated program back out to end users."

      Ryan's Answer #2

      "While a majority of my career has been focused on software testing, I am very familiar with debugging processes as well. If hired for this position, I would take the time to focus on debugging processes to bring myself up to speed while being able to hit the ground running on testing processes."


  1. In your mind, when is monkey testing the most effective in testing new software?
    • By utilizing random inputs to check the behavior of a program, monkey testing has its time and place in the software testing process. For this question, your interviewer is looking to hear that you have an understanding of the theory behind monkey testing and how you would look to put it to work at NUMECA International to test their products.

      Ryan's Answer #1

      "In my experience, monkey testing has been very effective in load testing and stress testing new software as standard testing methods couldn't do this without a lot of extra work. Because of the adhoc approach to the testing, load and stress on the software was most highly gauged through monkey testing."

      Ryan's Answer #2

      "Because monkey testing is able to find unique bugs that standard testing won't find, I've found it to be very effective for testing new pilot software programs that are reaching new bounds. At my current job, I helped design a brilliant monkey testing process that utilized user behavior to look for certain probabilities of bugs within our systems that we were designing."


  1. At NUMECA International, we rely on a full team effort to deliver top quality products to our customers. Tell me about a time that you worked well as part of a team. Are you comfortable in a similar role here?
    • While this potential role with NUMECA International will require your to be an independent worker that can think on your feet, you will also need to work as part of a larger team that is working toward one common goal. Because of this fact, your interviewer will want to hear that you thrive in an environment where you work with team members from other disciplines than you are trained in. In your example, stress to your interviewer that you have excellent communication skills and that you fully understand that every person on a team plays a vital role in the organization's success.

      Ryan's Answer #1

      "Throughout my career, I've always enjoyed working as part of a larger team on the job and this personal enjoyment started with my love of and participation in team sports like baseball and basketball. Growing up playing sports, I learned that each team member brought a unique skill set that could help us achieve our goals. Through a great coaching staff that knew how to make these individual skills shine, this same philosophy holds true for a team that is looking to design a new software system. I know that my skills as an engineer are just part of the final product and I work very well with designers, architects, analysts and sales to help build the greatest system possible."

      Ryan's Answer #2

      "I am a people person by nature and my current role has me working very closely with our engineering and design staff on writing technical manuals for our products. While I certainly can handle long days at my computer in solitude, my desire to work hand in hand with others really sets me apart from my peers in this field. I have excellent verbal, listening and written communication skills that, if hired here at NUMECA International, your entire team would appreciate from my first day on the job."


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