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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

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

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?

Consultnet Salaries by Position

Senior Data Engineer Remote- must work standard EST hours Long term contract/ contract to hire Our client is seeking a Senior Data Engineer to accelerate data sharing between applications, engineers, and data scientists. The successful candidate will demonstrate mature programming and design ability. The Data Engineer role supports data delivery, serving, design, monitoring, and security management for data science, graph, and machine learning engineering teams. Requirements 7+ years of relevant experience Demonstrable AWS knowledge - EC2, ECS, Lambda, S3, EMR Strong programming ability in Python or Scala Experience with SQL and relational data 3+ years experience in one or more big data technology : S3, HDFS, Spark, Presto, etc. SPARK preferred Experience designing and implementing ETL pipelines to support Data Science and/or Machine Learning. Nice to have Feature Store build experience and Dagster Financial industry experience

Title: Software Engineering Manager Location: Greater Santa Barbara Area Position Type: Direct Hire, Full-Time, Hybrid Salary: $150,000-$190,000 Basic Qualifications <ul> <li>Demonstrated ability to lead and nurture an engineering team</li> <li>Excellent communication, organizational, and interpersonal abilities</li> <li>5+ years of experience managing personnel</li> <li>3+ years of experience overseeing projects</li> <li>3+ years of experience and/or hands-on knowledge of embedded systems and digital design</li> <li>Proficient with traditional project management methods and tools (e.g., critical path analysis, resource allocation, MS Project)</li> <li>Skilled in agile project management methodologies and tools (e.g., Scrum, SAFe, Jira)</li> <li>Capable of excelling in a high-paced, team-oriented, and evolving environment </li></ul> Desired Qualifications <ul> <li>Advanced expertise in using Jira to coordinate an engineering team</li> <li>5+ years of experience and/or hands-on knowledge of embedded systems and digital design</li> <li>5+ years of experience overseeing projects</li> <li>10+ years of experience managing personnel</li> <li>Degree in engineering or a related STEM discipline</li> <li>Certifications: PMP (Project Management Professional), CAPM (Certified Associate in Project Management), and/or CSM (Certified Scrum Master) </li></ul> Benefits <ul> <li>$150,000-$190,000 Base Salary</li> <li>10% Target Annual Bonus</li> <li>Equity options</li> <li>Flexible Paid Time Off, Sick, Family & Medical Leave</li> <li>401k with 3% non-elective company contribution</li> <li>Health, Dental, Vision, Life, LTD, STD (company-paid)</li> <li>Voluntary Life, Critical Illness, Accident, Hospital Indemnity, Pet Insurance (employee-paid) </li></ul> Welcome to ConsultNet and the family of companies, Tekne, SaltClick, TechBridge, and OmniMedia. As a premier national provider of technology talent and solutions, our expertise spans across project services, contract-to-hire, direct placement, and managed services both onshore and nearshore. Celebrating more than 25 years of partnership with a diverse client base, we've crafted rewarding opportunities for our consultants, fostering high-performing teams that deliver impactful results. Our comprehensive service offerings cover a wide range of technology positions across key markets nationwide. Client more at www.consultnet.com

Title: Software Engineering Manager Location: Greater Santa Barbara Area Position Type: Direct Hire, Full-Time, Hybrid Salary: $150,000-$190,000 Basic Qualifications<ul>	<li>Demonstrated ability to lead and nurture an engineering team</li>	<li>Excellent communication, organizational, and interpersonal abilities</li>	<li>5+ years of experience managing personnel</li>	<li>3+ years of experience overseeing projects</li>	<li>3+ years of experience and/or hands-on knowledge of embedded systems and digital design</li>	<li>Proficient with traditional project management methods and tools (e.g., critical path analysis, resource allocation, MS Project)</li>	<li>Skilled in agile project management methodologies and tools (e.g., Scrum, SAFe, Jira)</li>	<li>Capable of excelling in a high-paced, team-oriented, and evolving environment</li></ul> Desired Qualifications<ul>	<li>Advanced expertise in using Jira to coordinate an engineering team</li>	<li>5+ years of experience and/or hands-on knowledge of embedded systems and digital design</li>	<li>5+ years of experience overseeing projects</li>	<li>10+ years of experience managing personnel</li>	<li>Degree in engineering or a related STEM discipline</li>	<li>Certifications: PMP (Project Management Professional), CAPM (Certified Associate in Project Management), and/or CSM (Certified Scrum Master)</li></ul> Benefits<ul>	<li>$150,000-$190,000 Base Salary</li>	<li>10% Target Annual Bonus</li>	<li>Equity options</li>	<li>Flexible Paid Time Off, Sick, Family & Medical Leave</li>	<li>401k with 3% non-elective company contribution</li>	<li>Health, Dental, Vision, Life, LTD, STD (company-paid)</li>	<li>Voluntary Life, Critical Illness, Accident, Hospital Indemnity, Pet Insurance (employee-paid)</li></ul> Welcome to ConsultNet and the family of companies, Tekne, SaltClick, TechBridge, and OmniMedia. As a premier national provider of technology talent and solutions, our expertise spans across project services, contract-to-hire, direct placement, and managed services both onshore and nearshore. Celebrating more than 25 years of partnership with a diverse client base, we've crafted rewarding opportunities for our consultants, fostering high-performing teams that deliver impactful results. Our comprehensive service offerings cover a wide range of technology positions across key markets nationwide. Client more at <div class="anchor-hijack" style="display: inline"><a href="http://www.consultnet.com/"> www.consultnet.com</a></div>

Data Analyst 1 12-24 month contract Salt Lake City, Utah (Hybrid) The mission of this position is to help Church members fulfill their divinely appointed responsibility to Client and their families through family history methods, submit their names to the temple for saving ordinances, and help bring souls unto CHRIST. Performs root cause analysis and investigates and resolves data-related inquiries and system issues. Produces and presents quantitative information requests for management, product owners, and system development. Identifies, gathers, and analyzes data to understand data cleansing and manipulation needs to ensure accurate recording of data. Monitors system flows and data to ensure proper system functioning and data integrity. Participates in development teams to represent business needs for process and system development. RESPONSIBILITIES <ul><li> 30% - Completes root cause analysis of complex data problems, resolves by developing and implementing systems and processes where appropriate </li><li> 30% - Collects data using system tools or ad hoc query tools. Analyzes data and processes and prepares written reports. </li><li> 20% - Reviews current processes, identifies performance gaps, and recommends possible solutions to department management, product owners, and system development </li><li> 10% - Organizes and manages information from various databases </li><li> 10% - Coordinates with other units, divisions, and departments to resolve data recording problems </li> </ul> QUALIFICATIONS Education: <ul><li> Bachelors degree in information sciences, family history, history, or a related field </li> </ul> Work Experience: <ul><li> 3 years of progressive and relevant professional experience </li> </ul> Required Skills: <ul><li> Data analysis </li><li> Data validation </li><li> Salesforce configuration </li> </ul> WORTHINESS QUALIFICATION Must be a member of The Church of Jesus Christ of Latter-day Saints and currently temple worthy. Welcome to ConsultNet and the family of companies, Tekne, SaltClick, TechBridge, and OmniMedia. As a premier national provider of technology talent and solutions, our expertise spans across project services, contract-to-hire, direct placement, and managed services both onshore and nearshore. Celebrating more than 25 years of partnership with a diverse client base, weve crafted rewarding opportunities for our consultants, fostering high-performing teams that deliver impactful results. Over the last few years thousands of consultants have found their calling with us in roles that have made a meaningful impact on their lives, enhanced their career, challenged them, and propelled them towards achieving their personal and professional goals. At the ConsultNet family of companies, we believe effective communication is crucial in aligning the right job with your unique skills and professional aspirations. To us, its all about the personal approach we take and the values we uphold. Our comprehensive service offerings cover a wide range of technology positions across key markets nationwide. Client more at www.consultnet.com . We champion equality and inclusivity, proudly supporting an Equal Opportunity Employer policy. We welcome applicants regardless of Race, Color, Religion, Sex, Sexual Orientation, Gender Identity, National Origin, Age, Genetic Information, Disability, Protected Veteran Status, or any other status protected by law.

Title: Hardware Engineering Manager Location: Greater Santa Barbara Area Position Type: Direct Hire, Full-Time, Hybrid Salary: $150,000-$190,000 We're looking for an Hardware Engineering Manager for our technology team. This role involves leading a team alongside directors and overseeing the design, build, test, and operation of cutting-edge spacecraft technology. You'll work closely with hardware, software, and product teams, as well as senior staff, to drive technological advancements and foster engineer development. You'll report directly to the Vice President. Key Responsibilities: <ul> 	<li> Leadership & Development: Manage and mentor the Space Hardware team, focusing on professional growth, career planning, and technical development. Conduct regular one-on-one meetings and performance reviews.</li> 	<li> Project & Team Management: Oversee workload, assignments, and conflict resolution. Collaborate with project, product, and technical leads to ensure high-quality execution.</li> 	<li> Process Improvement: Identify and implement process enhancements to boost efficiency. Utilize agile practices for sprint planning, tracking, and performance management.</li> 	<li> Compliance & Coordination: Ensure compliance with legal regulations and company policies. Represent team needs in technical meetings and work with architects on solutions. Interface with the VP, Space Systems for departmental coordination and reporting.</li> 	<li> Hiring & Stakeholder Collaboration: Engage in headcount planning, hiring, and collaborate with stakeholders to meet team and project needs.</li> </ul> Basic Qualifications: <ul> 	<li> 5+ years in management postions</li> 	<li> 3+ years in project management</li> 	<li> 3+ years of hardware engineering experience</li> 	<li> Proficiency with project management tools (e.g., MS Project) and agile practices (e.g., Jira, Scrum, SAFe)</li> 	<li> Strong communication, organizational, and interpersonal skills</li> 	<li> Ability to thrive in a fast-paced, collaborative environment</li> </ul> Desired Qualifications: <ul> 	<li> 10+ years in management</li> 	<li> 5+ years in project management</li> 	<li> 5+ years of hardware engineering experience</li> 	<li> Expertise in Jira for hardware engineering</li> 	<li> Engineering degree or related STEM field</li> 	<li> Certifications: PMP, CAPM, CSM</li> </ul> Compenation and Benefits: <ul> 	<li> $150,000-$190,000 Base Salary (Please note this number ultimately commes down to experience and technical skill set)</li> 	<li> Flexible Time Off, Sick, Family & Medical Leave</li> 	<li> 10% Annual Target Bonus</li> 	<li> Medical, Dental, Vision, Life, LTD, STD (employer funded)</li> 	<li> Vol Life, Critical Illness, Accidental, Hospital Indemnity, Pet Insurance (employee funded)</li> 	<li> 401k with 3% non-elective company contribution</li> 	<li> Stock Options</li> </ul> We're looking for an Hardware Engineering Manager for our technology team. This role involves leading a team alongside directors and overseeing the design, build, test, and operation of cutting-edge spacecraft technology. You'll work closely with hardware, software, and product teams, as well as senior staff, to drive technological advancements and foster engineer development. You'll report directly to the Vice President. Welcome to ConsultNet and the family of companies, Tekne, SaltClick, TechBridge, and OmniMedia. As a premier national provider of technology talent and solutions, our expertise spans across project services, contract-to-hire, direct placement, and managed services both onshore and nearshore. Celebrating more than 25 years of partnership with a diverse client base, we've crafted rewarding opportunities for our consultants, fostering high-performing teams that deliver impactful results. Our comprehensive service offerings cover a wide range of technology positions across key markets nationwide. Client more at www.consultnet.com .

Title: Hardware Engineering Manager Location: Greater Santa Barbara Area Position Type: Direct Hire, Full-Time, Hybrid Salary: $150,000-$190,000 We're looking for an Hardware Engineering Manager for our technology team. This role involves leading a team alongside directors and overseeing the design, build, test, and operation of cutting-edge spacecraft technology. You'll work closely with hardware, software, and product teams, as well as senior staff, to drive technological advancements and foster engineer development. You'll report directly to the Vice President. Key Responsibilities: <ul> 	<li> Leadership & Development: Manage and mentor the Space Hardware team, focusing on professional growth, career planning, and technical development. Conduct regular one-on-one meetings and performance reviews.</li> 	<li> Project & Team Management: Oversee workload, assignments, and conflict resolution. Collaborate with project, product, and technical leads to ensure high-quality execution.</li> 	<li> Process Improvement: Identify and implement process enhancements to boost efficiency. Utilize agile practices for sprint planning, tracking, and performance management.</li> 	<li> Compliance & Coordination: Ensure compliance with legal regulations and company policies. Represent team needs in technical meetings and work with architects on solutions. Interface with the VP, Space Systems for departmental coordination and reporting.</li> 	<li> Hiring & Stakeholder Collaboration: Engage in headcount planning, hiring, and collaborate with stakeholders to meet team and project needs.</li> </ul> Basic Qualifications: <ul> 	<li> 5+ years in management postions</li> 	<li> 3+ years in project management</li> 	<li> 3+ years of hardware engineering experience</li> 	<li> Proficiency with project management tools (e.g., MS Project) and agile practices (e.g., Jira, Scrum, SAFe)</li> 	<li> Strong communication, organizational, and interpersonal skills</li> 	<li> Ability to thrive in a fast-paced, collaborative environment</li> </ul> Desired Qualifications: <ul> 	<li> 10+ years in management</li> 	<li> 5+ years in project management</li> 	<li> 5+ years of hardware engineering experience</li> 	<li> Expertise in Jira for hardware engineering</li> 	<li> Engineering degree or related STEM field</li> 	<li> Certifications: PMP, CAPM, CSM</li> </ul> Compenation and Benefits: <ul> 	<li> $150,000-$190,000 Base Salary (Please note this number ultimately commes down to experience and technical skill set)</li> 	<li> Flexible Time Off, Sick, Family & Medical Leave</li> 	<li> 10% Annual Target Bonus</li> 	<li> Medical, Dental, Vision, Life, LTD, STD (employer funded)</li> 	<li> Vol Life, Critical Illness, Accidental, Hospital Indemnity, Pet Insurance (employee funded)</li> 	<li> 401k with 3% non-elective company contribution</li> 	<li> Stock Options</li> </ul> We're looking for an Hardware Engineering Manager for our technology team. This role involves leading a team alongside directors and overseeing the design, build, test, and operation of cutting-edge spacecraft technology. You'll work closely with hardware, software, and product teams, as well as senior staff, to drive technological advancements and foster engineer development. You'll report directly to the Vice President. Welcome to ConsultNet and the family of companies, Tekne, SaltClick, TechBridge, and OmniMedia. As a premier national provider of technology talent and solutions, our expertise spans across project services, contract-to-hire, direct placement, and managed services both onshore and nearshore. Celebrating more than 25 years of partnership with a diverse client base, we've crafted rewarding opportunities for our consultants, fostering high-performing teams that deliver impactful results. Our comprehensive service offerings cover a wide range of technology positions across key markets nationwide. Client more at <div class="anchor-hijack" style="display: inline"><a href="http://www.consultnet.com/"> www.consultnet.com</a></div> .

Title : Technical Business Analyst Location: Fully remote Type: Long-term Contract Pay: Based off experience Overview: We are searching for multiple Technical Business Analysts to support a multi-year modernization effort for a large system used for financial regulatory filings The BA's will work with technology teams to understand requirements, develop project plans, represent the business in all interactions with technology counterparts, and anticipate the needs of all business end-users. Responsibilities:<ul> 	<li> Analyze business processes, functions, and procedures to determine the most effective business systems technology to meet the needs of the business unit.</li> 	<li> Facilitate the flow of information between stakeholders to ensure a common understanding of needs and deliverables.</li> 	<li> Serve as a subject matter expert for one or more business processes and/or systems</li> 	<li> Independently interact with technology and other business units to ensure clarity of the problem/opportunity and elicit business requirements.</li> 	<li> Assess the capabilities of technology to understand the change needed to meet business needs and achieve strategic goals.</li> 	<li> Facilitate the solution selection/decision making process and provide the necessary information to enable the business unit to make an informed decision.</li> 	<li> Document business functions, processes, and procedures, including as-is and to-be states and the changes necessary for this transformation.</li> 	<li> Recommend and implement new features and enhancements for the technology team to develop on behalf of the business.</li> 	<li> Support end-user feedback activities, such as, user acceptance testing and demonstration.</li> 	<li> Support change management tasks, such as, writing end-user documentation and delivering training </li> 	<li> Facilitate design sessions for business solutions.</li> 	<li> Identify and resolve business issues.</li> 	<li> Develop detailed understanding of the business being analyzed including the organizational structure and relationships that exist between business units and an understanding of the business impact on the request being addressed to provide better insight in solution recommendations.</li> </ul> Requirements:<ul> 	<li> Bachelor's degree in computer science, Information Systems, or related discipline</li> 	<li> 5+ years of relevant experience</li> 	<li> Experience within financial regulation a plus</li> 	<li> Experience with Project Management principles</li> 	<li> Experience working within Agile teams</li> 	<li> SQL and Python a plus</li> </ul>

Our client is looking for a passionate, growth-oriented team player to join our team! The Sales Analyst plays a crucial role in partnering with the Sales Team, developing, updating and analyzing reports with actionable items to track business performance. As you progress in the role, the role requires someone with a strong analytical mindset, proficiency in data analytic tools who can provide insights to drive growth and improve sales performance. Responsibilities: Assist in the development/maintenance of reports for business analysis, distributor program recaps, inventory, and goals' achievement. Provide timely and accurate daily/weekly/monthly reports along with commentary and recommendations to Executive, Sales and Finance Teams. Creation and update of daily, weekly and monthly reports (depletions, new product trackers, inventory reports, shipments, revenue reports, etc.) <ul> 	<li> Provide assistance to VP of Sales /Regional Sales Manager with actionable business analysis</li> 	<li> Collaborate and develop templates & reporting tools to monitor business performance, driving simplification and standardization</li> 	<li> Prepare monthly Executive Management package with commentary and recommendations</li> 	<li> Assist in creation of Sales meeting presentations</li> 	<li> Manage iDig, and KARMA for data accuracy and completeness as well as provide training and onboarding to new team members</li> 	<li> Analyze iDig and KARMA data to provide strategic insights and recommendations to sales team and management</li> 	<li> Identify opportunities to enhance sales processes and systems</li> 	<li> Adhoc reporting as needed</li> </ul> Competencies <ul> 	<li> Passionate, team player, eager to learn and grow</li> 	<li> Business Acumen and Business Partnering</li> 	<li> Process improvement/simplification mindset</li> 	<li> Financial Analysis Skills</li> 	<li> Results Driven/Initiative/Sense of urgency</li> 	<li> Attention to detail/constant desire for accuracy including multiple check points</li> 	<li> Organizational & Time Management Skills</li> </ul> Required Education and Experience <ul> 	<li> BA/BS degree with 3 to 4 years of experience</li> 	<li> Preferred Beverage Alcohol Industry or Client, wine knowledge is a plus</li> 	<li> Understanding and ability to improve reporting efficiency, processes and forecasting</li> 	<li> Excellent organizational/project management skills</li> 	<li> Good communication skills and written skills</li> 	<li> Proficiency in Microsoft Excel, PowerPoint and Word</li> </ul> Welcome to ConsultNet and the family of companies, Tekne, SaltClick, TechBridge, and OmniMedia. As a premier national provider of technology talent and solutions, our expertise spans across project services, contract-to-hire, direct placement, and managed services both onshore and nearshore. Celebrating more than 25 years of partnership with a diverse client base, we've crafted rewarding opportunities for our consultants, fostering high-performing teams that deliver impactful results. Over the last few years thousands of consultants have found their calling with us in roles that have made a meaningful impact on their lives, enhanced their career, challenged them, and propelled them towards achieving their personal and professional goals. At the ConsultNet family of companies, we believe effective communication is crucial in aligning the right job with your unique skills and professional aspirations. To us, it's all about the personal approach we take and the values we uphold. Our comprehensive service offerings cover a wide range of technology positions across key markets nationwide. Client more at <div class="anchor-hijack" style="display: inline"><a href="http://www.consultnet.com/"> www.consultnet.com</a></div> . We champion equality and inclusivity, proudly supporting an Equal Opportunity Employer policy. We welcome applicants regardless of Race, Color, Religion, Sex, Sexual Orientation, Gender Identity, National Origin, Age, Genetic Information, Disability, Protected Veteran Status, or any other status protected by law.

We are offering an exciting opportunity for a Cloud Engineering Manager in Independence, Ohio, United States. In this role, you will be handling the management and optimization of our cloud infrastructure, collaborating with various teams to develop a comprehensive cloud strategy, and leading a team of cloud engineers and administrators. Responsibilities: • Manage and optimize the organizations cloud infrastructure on AWS and Azure platforms. • Implement best practices for scalability, reliability, and security of the cloud environment. • Collaborate with cross-functional teams to develop and implement a comprehensive cloud strategy that aligns with the business goals. • Stay updated on industry trends and emerging technologies to ensure the organizations cloud environment remains cutting-edge. • Oversee the deployment and configuration of applications and services on cloud platforms. • Implement and maintain automation processes to streamline operational tasks. • Implement and enforce security best practices and compliance standards in the cloud environment. • Conduct regular audits and assessments to identify and mitigate potential security risks. • Monitor cloud resource usage and identify opportunities for cost optimization. • Develop and implement strategies to manage and control cloud-related expenses. • Lead and mentor a team of cloud engineers and administrators and foster a collaborative and innovative culture within the team. • Provide technical expertise and support for complex cloud-related issues and collaborate with other IT teams to resolve cross-functional issues. Requirements • Must possess a minimum of 5 years of experience in a similar role • Proficiency in AWS Technologies is required • Strong understanding of Infrastructure as Code is required • Experience with PaaS is necessary • Must have experience working with Microsoft Azure • Familiarity with YAML is expected • Must have skills in Ansible • Proficiency in Terraform is required • Demonstrable experience in scripting languages is necessary • Excellent leadership and team management skills are required • Strong problem-solving skills and the ability to think critically are expected • Must have strong communication and interpersonal skills • A bachelors degree in computer science or a related field is preferred • Relevant certifications in cloud technologies would be advantageous • Must have the ability to multitask and manage multiple projects simultaneously • Must be able to work in a fast-paced, dynamic work environment • Strong understanding of cloud security principles is necessary • Experience in cloud automation and orchestration is required • Must be able to develop and implement cloud strategy and coordinate adoption across the organization. Welcome to ConsultNet and the family of companies, Tekne, SaltClick, TechBridge, and OmniMedia. As a premier national provider of technology talent and solutions, our expertise spans across project services, contract-to-hire, direct placement, and managed services both onshore and nearshore. Celebrating more than 25 years of partnership with a diverse client base, weve crafted rewarding opportunities for our consultants, fostering high-performing teams that deliver impactful results. Over the last few years thousands of consultants have found their calling with us in roles that have made a meaningful impact on their lives, enhanced their career, challenged them, and propelled them towards achieving their personal and professional goals. At the ConsultNet family of companies, we believe effective communication is crucial in aligning the right job with your unique skills and professional aspirations. To us, its all about the personal approach we take and the values we uphold. Our comprehensive service offerings cover a wide range of technology positions across key markets nationwide. Client more at www.consultnet.com . We champion equality and inclusivity, proudly supporting an Equal Opportunity Employer policy. We welcome applicants regardless of Race, Color, Religion, Sex, Sexual Orientation, Gender Identity, National Origin, Age, Genetic Information, Disability, Protected Veteran Status, or any other status protected by law.

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