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Forge Interview Questions

forge games is a mobile idle and in-similar game developer based in izmir, turkey. we forge smartly designed games to the whole world, that we care about. we forge care and joy.

forge games is a mobile idle and in-similar game developer based in izmir, turkey. we forge smartly designed games to the whole world, that we care about. we forge care and joy.

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Let’s say that your company is running a standard control and variant AB test on a feature to increase conversion rates on the landing page. The PM checks the results and finds a .04 p-value.

How would you assess the validity of the result?

Experiment Validity

Suppose there exists a new airline named Jetco that flies domestically across North America. Jetco recently had a study commissioned that tested the boarding time of every airline, and it came out that Jetco had the fastest average boarding times of any airline.

What factors could have biased this result, and what would you look into?

What could potentially bias the average boarding time in favor of an airline that only flies domestically?

What could potentially bias the average boarding time in favor of an airline that only flies domestically?

Boarding Times Bias

A new airline came out as the fastest average boarding times compared to other airlines.  What factors could have biased this result and what would you look into?

Let’s say we have a table with an <code>id</code> and <code>name</code> fields. The table holds over 100 million rows and we want to sample a random row in the table without throttling the database.

Write a query to randomly sample a row from this table.

Input:

<code>big_table</code> table

<table>
<thead>
<tr>
<th>Columns</th>
<th>Type</th>
</tr>
</thead>

<tbody>
<tr>
<td><code>id</code></td>
<td>INTEGER</td>
</tr>

<tr>
<td><code>name</code></td>
<td>VARCHAR</td>
</tr>
</tbody>
</table>

Write a query to randomly sample a row from a big table.

Random SQL Sample

Forge Salaries by Position

Job Title: Engineering ManagerLocation: Windsor, Ontario Our client is a leading provider of innovative automation and manufacturing solutions, specializing in advanced technology integration and systems design for the automotive sector and other industries. Job Summary: We are seeking an experienced and dynamic Engineering Manager to join this team. The Engineering Manager will oversee the engineering department, ensuring the successful execution of projects, the development of innovative solutions, and the growth and development of our engineering team. This role requires strong leadership, technical expertise, and a commitment to delivering high-quality engineering solutions that meet our clients' needs. Key Responsibilities:Leadership and Management:<ul><li>Lead and manage a team of engineers, providing guidance, mentorship, and support to ensure project success and professional growth.</li><li>Foster a collaborative and innovative work environment that encourages creativity and continuous improvement.</li><li>Develop and implement strategic plans for the engineering department, aligning with the company’s goals and objectives.</li></ul>Project Management:<ul><li>Oversee the planning, execution, and delivery of engineering projects, ensuring they are completed on time, within scope, and within budget.</li><li>Collaborate with project managers and other departments to ensure seamless project integration and client satisfaction.</li><li>Monitor project progress, identify potential risks, and implement mitigation strategies.</li></ul>Technical Expertise:<ul><li>Provide technical leadership and support in the design, development, and implementation of automation and manufacturing solutions.</li><li>Stay updated with the latest industry trends, technologies, and best practices to ensure the company remains at the forefront of innovation.</li><li>Conduct technical reviews and assessments to ensure the quality and reliability of engineering solutions.</li></ul>Resource Management:<ul><li>Manage departmental resources, including budgeting, staffing, and equipment procurement, to ensure optimal performance and efficiency.</li><li>Identify and implement opportunities for process improvements and cost savings.</li></ul>Client and Stakeholder Engagement:<ul><li>Build and maintain strong relationships with clients, understanding their needs and ensuring their satisfaction with delivered solutions.</li><li>Collaborate with sales and business development teams to support proposal development and client presentations.</li></ul> Qualifications:<ul><li>Bachelor’s degree in Mechanical Design Engineering, or a related field (Master’s degree preferred).</li><li>Professional Engineering (P.Eng) designation in Ontario is highly desirable.</li><li>A minimum of 8 years of experience in engineering, with at least 3 years in a managerial or leadership role.</li><li>Proven experience in the automation and manufacturing industry, particularly in the automotive sector.</li><li>Strong project management skills, with a track record of successfully delivering complex engineering projects.</li><li>Excellent leadership, communication, and interpersonal skills.</li><li>Proficiency in engineering software and tools, including SolidWorks, SolidWorks PDM (the vault) and other relevant CAD software at expert level, is a MUST.</li><li>3D Modelling and designing automation equipment (preferably in plastics) for the automotive industry is a MUST.</li><li>Ability to work effectively in a fast-paced and dynamic environment.</li></ul> What They Offer:<ul><li>Competitive salary and benefits package.</li><li>Opportunities for professional development and career advancement.</li><li>A collaborative and innovative work environment.</li><li>The chance to work on cutting-edge projects with a leading technology company.</li></ul> How to Apply: Interested candidates are invited to submit their resume and cover letter detailing their qualifications and experience to LM@forgeconsult.com. Please include "Engineering Manager Application - [Your Name]" in the subject line.

<div>At Forge (NYSE: FRGE), we know our team is our greatest asset. As technology innovators in the private market, our vision is to deliver a richer future for everyone. We live that vision through our values of being bold, humble and accountable. We experience the value that our vision brings to the world every day, helping the teams behind the greatest innovations of our generation, from space travel to planet-saving, plant-based nutrition and more.Our mission is to empower more people to exercise ownership in the world’s leading private companies via a world-class technology platform with access to the largest network of buyers and sellers in the world. With liquidity solutions, exclusive data and insights, a custody offering, and a vibrant marketplace, Forge’s goal is to build the best-in-class technology infrastructure to power a global private market that is transparent, accessible and seamless for companies, their employees and investors. Through Forge, employees can sell their private shares, employers can reward shareholders with pre-IPO liquidity and individual and institutional investors can participate in private unicorn growth.Forge's differentiated global marketplace addresses rising demand among individual and institutional investors for exposure to private company stocks and it is building a growing network effect with defensible competitive advantages. The Forge marketplace has over 440,000 registered users and private shares have traded in more than 500 companies since inception, representing over $12 billion in volume across over 21,000+ transactions.Our ability to offer these powerful financial solutions has generated incredible interest from investors, demand from customers, and a need to grow our team to meet the needs of more companies, teams and innovators in this way. You can learn more about Forge in the following video: “The private market future starts now”.The Role:As our Tech Lead in AI/ML, you will play a crucial role in the hands-on development of mentoring peers and delivery of AI products powered by our internal AI models and machine learning pipelines. You'll identify new opportunities for AI solutions throughout the organization, and set the direction and roadmap required to implement MLOPS. You will partner with the team through the creation of AI models, and develop, and deploy LLM-based applications in production, evaluating and improving their performance and accuracy over time. Collaborating closely with Product, Research, and Engineering teams, you’ll ensure seamless integration of AI technologies into our products, setting new standards for data quality and model performance.This will be a hybrid role where you'll be onsite 1-2 days a week.Responsibilities:<ul><li>Design, develop, and maintain a AI/ML platform that is accurate, secure, and fast</li><li>Lead workstreams within a lean and agile environment from requirements gathering to creating a plan of actionable tasks for the team</li><li>Provide coaching, and mentorship to members of the data team on architecture, software development best practices, and new technologies</li><li>Establish evaluation criteria for data quality tracking and production ML model tracking</li><li>Partner with product, research, and engineering to ensure product changes integrate effectively</li></ul>Required Qualifications:<ul><li>8+ years in MLOps, ML engineering, MLOps, and data science with 2+ years leading and mentoring agile teams. Proven expertise in deploying essential MLOps components like CI/CD, model registry, and input loading</li><li>Skilled in creating and launching diverse models (statistical, LLM, GenAI, GPT 3.5/4.0) from POC to production</li><li>Proven ability to manage projects and programs, leading small teams (2-5 members) and directly handling data analysis, modeling, data pipeline setup, and MLOps</li><li>Skilled in AIML, using platforms like AWS, Amazon Bedrock, and Snowflake, and proficient in Python, SQL, Tableau, and Alteryx</li><li>3+ years of experience working with Jupyter Notebooks, Git, GitHub, JIRA, and weights & biases, enhancing collaboration and version control in project development</li><li>Significant collaboration with research teams, contributing hands-on research skills that advance project outcomes</li><li>Previous experience working in Fintech, Financial Services or Private Markets space</li></ul>Preferred Qualifications:<ul><li>2+ years of Tech Lead and management experience; taking on role as player coach and providing mentorship</li><li>Experience migrating data sets and workflows between legacy data platforms and services</li><li>Familiarity with stream processing and event driven architecture</li><li>Comfortable moving quickly and working in a fast-paced, agile XP, lean environment</li><li>Experience in leading offshore and nearshore teams is highly valued</li></ul>Forge implements a mandatory COVID-19 Vaccination Policy, which applies to all employees. All employees covered by this policy are required to be fully vaccinated as a term and condition of employment at Forge. Employees are considered fully vaccinated two weeks after completing primary vaccination with a COVID-19 vaccine, with, if applicable, at least the minimum recommended interval between doses. Employees must provide truthful and accurate information about their COVID-19 vaccination status, and, if applicable, their testing results as of the first date of their employment.Employees may request an exception from this mandatory vaccination policy if the vaccine is medically contraindicated for them or medical necessity requires a delay in vaccination. Employees also may be legally entitled to a reasonable accommodation if they cannot be vaccinated because of a disability, or if the provisions in this policy for vaccination conflict with a sincerely held religious belief, practice, or observance. All such requests will be handled in accordance with applicable laws and regulations.Forge is proud to be an equal opportunity employer and values diversity at our company. We do not discriminate on the basis of race, religion, color, national origin, gender, sexual orientation, age, marital status, veteran status, or disability status.</div>
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Forge Interview Questions

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