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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

You are testing hundreds of hypotheses with many t-tests. What considerations should be made?

What is a key disadvantage of the F-test when compared to multiple t-tests?

What is a key disadvantage of the F-test when compared to multiple t-tests?

Hundreds of Hypotheses

You are testing hundreds of hypotheses with many t-tests. What considerations should be made?

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

Shine Salaries by Position

Hintz and Co is a boutique full service media agency with depth and passion. Hintz Group operates in Europe and North America and services its clients through a portfolio of specialist teams that span across media, strategy, digital, data consulting, programmatic buying and performance marketing. We balance digital with traditional, data with instincts, delivering meaningful media executions. We are committed to fostering a culture that empowers our people, encourages sustainability and promotes teamwork and work-life balance About The Role With our head office in France, Hintz has more recently opened an office in North America and is currently building a team of energetic, nimble and passionate individuals. You will be hands-on across a variety of projects, with a huge opportunity for career progression and play a critical role within the team on a daily basis. We are looking for an individual with a keen eye for detail to join us as our Entry Level Data Analyst. Reporting to the Reporting and Analytics Manager, this role is to provide value-added insights that lead to optimal business decisions. You will be responsible for providing in-depth strategic and analytical information in the areas of operations, customer, growth, and portfolio performance management all whilst building and maintaining reports to track key performance indicators. So why not come and join a team that is helping shape the future of media! Responsibilities - Building and implementing company-wide reports to interpret and collate data. - Generate insights across all areas of the business whilst using data analytics to identify key areas of discussion. - Undertake regular reviews of existing portfolio for demographic, economic and commercial drivers - Business partner and support Operational/Support teams to integrate new business strategy and work routines - Model data for analysis and for input into financial planning - Prepare and deliver data presentations and analytical insights to the business, including to the executive management - Continuous improvement to documentation standards and create efficiencies in reporting methodologies. - Build an understanding of the sector that underpins analytical insights against the business' key metrics About You - Undergraduate qualification in data analytics, mathematics, or a related discipline - Power BI Experience and SQL - not essential but would be beneficial. - High levels of critical thinking and ability to problem solve with high attention to detail - High-level understanding of data and experience in extracting, integrating, manipulating, and displaying data from various systems using automation where possible - Well-developed communication/presentation skills at all levels of the business - Excellent interpersonal skills and ability to work well in a team and across the business What we offer - Competitive Remuneration Package - 401k plan - Insurance (Health, Dental and Vision) - Flexible Hours - More vacation time - Free yoga/meditation classes - How to apply Hintz is an equal opportunity employer and will consider all applications without regards to race, sex, age, color, religion, national origin, veteran status, disability, sexual orientation, gender identity, genetic information or any characteristic protected by law. We welcome employees to be their true, authentic selves, without exception and believe individual differences add value to our team. Join our team; we know it will be a life- changing experience! We continually review applications, so if you don't want to miss out, apply today below. Note that we prefer to deal with you directly; we haven't briefed a recruitment agency on this role and won't be accepting CVs through any recruitment agency, so please apply directly.

At Shine, an independent PR agency with offices in Paris and New York, we're dedicated to providing tailored public relations services for companies that are making a tangible societal and cultural impact. Collaborating with a diverse team of award-winning writers, forward-thinkers, and cultural influencers, we specialize in elevating the narratives of businesses within the creative, retail, lifestyle, and travel industries. At the heart of Shine, we are driven by insights. We leverage data, analytics, and competitor benchmarking to ensure that your PR objectives are closely aligned with your business goals, whether they're in the realm of B2B or B2C. With a compelling and cutting-edge product offering ready to take to market, you'll play a pivotal role in driving the business forward as it enters its next phase of growth. About the role As a Junior Data Analyst, you will play a key role in supporting our data-driven decision-making processes by analyzing and interpreting large datasets to extract valuable insights and inform business strategies. This entry-level role offers an exciting opportunity for individuals with a passion for data analysis and problem-solving to gain hands-on experience in a dynamic and collaborative environment. Key Responsibilities * Data Collection and Cleaning: Collect, organize, and clean raw data from various sources, ensuring accuracy, completeness, and consistency for analysis purposes. * Data Analysis: Conduct exploratory data analysis (EDA) to identify trends, patterns, and relationships within datasets, using statistical methods, data visualization techniques, and analytical tools. * Report Generation: Prepare clear and concise reports, dashboards, and visualizations to communicate findings and insights to stakeholders, highlighting key metrics, trends, and actionable recommendations. * Data Modeling: Assist in developing and implementing predictive models, machine learning algorithms, and statistical techniques to support forecasting, optimization, and decision-making processes. * Performance Tracking: Monitor and track the performance of business metrics and KPIs, analyzing trends over time and identifying areas for improvement or optimization. * Data Validation: Validate data integrity and quality, performing data validation checks and audits to ensure accuracy, consistency, and compliance with established standards and protocols. * Cross-functional Collaboration: Collaborate with cross-functional teams, including business analysts, software developers, and data engineers, to gather requirements, troubleshoot issues, and implement data-driven solutions. * Ad-Hoc Analysis: Provide ad-hoc analytical support to various teams and departments as required, assisting in special projects, data requests, and business inquiries to support organizational objectives. About you * Bachelor's degree in Statistics, Mathematics, Computer Science, Economics, or related field. * Strong analytical skills with proficiency in data analysis tools such as Excel, SQL, Python, R, or other statistical software. * Excellent problem-solving abilities with a keen attention to detail and a logical approach to data interpretation and hypothesis testing. * Familiarity with data visualization tools such as Tableau, Power BI, or matplotlib/seaborn for creating insightful visualizations. * Effective communication skills, both written and verbal, with the ability to convey technical concepts to non-technical stakeholders. * Ability to work independently and collaboratively in a team environment, managing multiple tasks and priorities to meet deadlines and deliver results. * Prior internship or relevant work experience in data analysis, business intelligence, or related field is a plus. * Eagerness to learn and adapt to new technologies, methodologies, and business domains. What we offer We offer a competitive remuneration package, including a 401k plan and comprehensive insurance coverage (health, dental, and vision). Enjoy the flexibility of working hours tailored to your needs and benefit from additional vacation time. As part of our commitment to employee well-being, we provide complimentary yoga and meditation classes to help you maintain a healthy work-life balance. How to Apply At Shine, we are dedicated to fostering a safe and inclusive environment where every individual can flourish. We achieve this by valuing talent, championing diversity, and promoting inclusion. We welcome applications from talented individuals of all backgrounds, abilities, and identities, regardless of how they identify. If you believe you're a good match for this role, click the apply button above to submit your application. We look forward to hearing from you!

We are a strategy, identity and campaigning agency. At Shine we believe that mission-driven businesses can positively impact society and the world around them, while at the same time growing their organisation. It is our expertise and our job to help them do that. Shine is a collection of creatives, strategists, designers, and business experts. And did you know were always looking to meet new people? So dont hesitate to get in touch if this role sounds like you! The role: We are seeking a Graduate Business Analyst comfortable with analysis of project and business-related data sets, keen to apply skills to provide insights across the business. You will be valued and recognised, and you naturally enjoy working in a collaborative team, You will become an integral member in the Business Excellence and Enablement Group. This is a permanent full-time position. We will count on you to: You will be given formal development for success in your role with responsibilities which include: - Developing expertise using spreadsheets, Power BI etc to gather crucial insights and analysis for high-level decision-makers. - Data entry, data proofing and review, including maintaining data integrity and system configuration; validating data integrity of information that passes between various systems - Learning how to design and develop analytics tools and platforms for data analysis essential to maximising profitability, productivity, and efficiency. - Researching, collating, manipulating, analysing, maintaining, and presenting data for the business decision-making process. - Preparing and maintaining interactive dashboards, producing for and contributing to, regular weekly and monthly reporting - Supporting team members with project related controls, including administration, procurement, payment, invoicing, reporting and budgeting - Supporting Strategic Projects What you need to have: You are a graduate, or recent graduate looking for a challenging role. You may already have similar experience as a project accountant working with fixed cost or per hour contracts. You enjoy using data to identify and solve problems and help others to succeed. To be successful in this role, most likely you will have: - A degree in Mathematics, Finance, Commerce, Economics, Statistics, Computer Science, Engineering or equivalent - PowerBi knowledge and skills - Excellent excel and data analysis skills What we offer: - A competitive remuneration package and employee benefits - Flexible working arrangements designed to suit individual circumstances and family needs - Birthday and study leave - Wellness Days to allow you to focus on your own physical and or mental wellbeing - A workplace where you can access 2 weeks additional leave each year so you can take that extra break with family or friends - We applaud your need to give back to the community and give you 2 paid volunteer days each year to support one of our-affiliated charities - A collaborative and fun culture - Plus, so much more! What are the next steps? Click on "Apply" to submit your formal application and our Talent Acquisition Team will be in touch. Don't delay - we'll be moving fast as soon as we find the perfect candidate.

At Shine, an independent PR agency with offices in Paris and New York, we're dedicated to providing tailored public relations services for companies that are making a tangible societal and cultural impact. Collaborating with a diverse team of award-winning writers, forward-thinkers, and cultural influencers, we specialize in elevating the narratives of businesses within the creative, retail, lifestyle, and travel industries. At the heart of Shine, we are driven by insights. We leverage data, analytics, and competitor benchmarking to ensure that your PR objectives are closely aligned with your business goals, whether they're in the realm of B2B or B2C. With a compelling and cutting-edge product offering ready to take to market, you'll play a pivotal role in driving the business forward as it enters its next phase of growth. About the role As a Junior Data Analyst, you will play a key role in supporting our data-driven decision-making processes by analyzing and interpreting large datasets to extract valuable insights and inform business strategies. This entry-level role offers an exciting opportunity for individuals with a passion for data analysis and problem-solving to gain hands-on experience in a dynamic and collaborative environment. Key Responsibilities * Data Collection and Cleaning: Collect, organize, and clean raw data from various sources, ensuring accuracy, completeness, and consistency for analysis purposes. * Data Analysis: Conduct exploratory data analysis (EDA) to identify trends, patterns, and relationships within datasets, using statistical methods, data visualization techniques, and analytical tools. * Report Generation: Prepare clear and concise reports, dashboards, and visualizations to communicate findings and insights to stakeholders, highlighting key metrics, trends, and actionable recommendations. * Data Modeling: Assist in developing and implementing predictive models, machine learning algorithms, and statistical techniques to support forecasting, optimization, and decision-making processes. * Performance Tracking: Monitor and track the performance of business metrics and KPIs, analyzing trends over time and identifying areas for improvement or optimization. * Data Validation: Validate data integrity and quality, performing data validation checks and audits to ensure accuracy, consistency, and compliance with established standards and protocols. * Cross-functional Collaboration: Collaborate with cross-functional teams, including business analysts, software developers, and data engineers, to gather requirements, troubleshoot issues, and implement data-driven solutions. * Ad-Hoc Analysis: Provide ad-hoc analytical support to various teams and departments as required, assisting in special projects, data requests, and business inquiries to support organizational objectives. About you * Bachelor's degree in Statistics, Mathematics, Computer Science, Economics, or related field. * Strong analytical skills with proficiency in data analysis tools such as Excel, SQL, Python, R, or other statistical software. * Excellent problem-solving abilities with a keen attention to detail and a logical approach to data interpretation and hypothesis testing. * Familiarity with data visualization tools such as Tableau, Power BI, or matplotlib/seaborn for creating insightful visualizations. * Effective communication skills, both written and verbal, with the ability to convey technical concepts to non-technical stakeholders. * Ability to work independently and collaboratively in a team environment, managing multiple tasks and priorities to meet deadlines and deliver results. * Prior internship or relevant work experience in data analysis, business intelligence, or related field is a plus. * Eagerness to learn and adapt to new technologies, methodologies, and business domains. What we offer We offer a competitive remuneration package, including a 401k plan and comprehensive insurance coverage (health, dental, and vision). Enjoy the flexibility of working hours tailored to your needs and benefit from additional vacation time. As part of our commitment to employee well-being, we provide complimentary yoga and meditation classes to help you maintain a healthy work-life balance. How to Apply At Shine, we are dedicated to fostering a safe and inclusive environment where every individual can flourish. We achieve this by valuing talent, championing diversity, and promoting inclusion. We welcome applications from talented individuals of all backgrounds, abilities, and identities, regardless of how they identify. If you believe you're a good match for this role, click the apply button above to submit your application. We look forward to hearing from you!

We are a strategy, identity and campaigning agency. At Shine we believe that mission-driven businesses can positively impact society and the world around them, while at the same time growing their organisation. It is our expertise and our job to help them do that. Shine is a collection of creatives, strategists, designers, and business experts. And did you know were always looking to meet new people? So dont hesitate to get in touch if this role sounds like you! The role: We are seeking a Graduate Business Analyst comfortable with analysis of project and business-related data sets, keen to apply skills to provide insights across the business. You will be valued and recognised, and you naturally enjoy working in a collaborative team, You will become an integral member in the Business Excellence and Enablement Group. This is a permanent full-time position. We will count on you to: You will be given formal development for success in your role with responsibilities which include: - Developing expertise using spreadsheets, Power BI etc to gather crucial insights and analysis for high-level decision-makers. - Data entry, data proofing and review, including maintaining data integrity and system configuration; validating data integrity of information that passes between various systems - Learning how to design and develop analytics tools and platforms for data analysis essential to maximising profitability, productivity, and efficiency. - Researching, collating, manipulating, analysing, maintaining, and presenting data for the business decision-making process. - Preparing and maintaining interactive dashboards, producing for and contributing to, regular weekly and monthly reporting - Supporting team members with project related controls, including administration, procurement, payment, invoicing, reporting and budgeting - Supporting Strategic Projects What you need to have: You are a graduate, or recent graduate looking for a challenging role. You may already have similar experience as a project accountant working with fixed cost or per hour contracts. You enjoy using data to identify and solve problems and help others to succeed. To be successful in this role, most likely you will have: - A degree in Mathematics, Finance, Commerce, Economics, Statistics, Computer Science, Engineering or equivalent - PowerBi knowledge and skills - Excellent excel and data analysis skills What we offer: - A competitive remuneration package and employee benefits - Flexible working arrangements designed to suit individual circumstances and family needs - Birthday and study leave - Wellness Days to allow you to focus on your own physical and or mental wellbeing - A workplace where you can access 2 weeks additional leave each year so you can take that extra break with family or friends - We applaud your need to give back to the community and give you 2 paid volunteer days each year to support one of our-affiliated charities - A collaborative and fun culture - Plus, so much more! What are the next steps? Click on "Apply" to submit your formal application and our Talent Acquisition Team will be in touch. Don't delay - we'll be moving fast as soon as we find the perfect candidate.

At Shine, an independent PR agency with offices in Paris and New York, we're dedicated to providing tailored public relations services for companies that are making a tangible societal and cultural impact. Collaborating with a diverse team of award-winning writers, forward-thinkers, and cultural influencers, we specialize in elevating the narratives of businesses within the creative, retail, lifestyle, and travel industries. At the heart of Shine, we are driven by insights. We leverage data, analytics, and competitor benchmarking to ensure that your PR objectives are closely aligned with your business goals, whether they're in the realm of B2B or B2C. With a compelling and cutting-edge product offering ready to take to market, you'll play a pivotal role in driving the business forward as it enters its next phase of growth. About the role As a Graduate Business Analyst, you will play a pivotal role in driving strategic decision-making and operational excellence within our organization. This dynamic role offers an exciting opportunity for recent graduates to apply their analytical skills and business acumen in a fast-paced and collaborative environment. You will be responsible for conducting in-depth data analysis, market research, and business process improvement initiatives to support key business objectives and drive sustainable growth. By leveraging your analytical prowess, you will uncover valuable insights from complex data sets, enabling informed decision-making and strategic planning Key Responsibilities * Data Analysis: Utilize various analytical techniques to interpret complex data sets, identifying trends, patterns, and insights relevant to business objectives. * Market Research: Conduct thorough market research to assess industry trends, competitor strategies, and customer behavior, providing valuable insights for strategic decision-making. * Business Process Improvement: Collaborate with cross-functional teams to analyze existing business processes, identify inefficiencies, and propose solutions to streamline operations and enhance productivity. * Reporting and Presentations: Prepare clear and concise reports, presentations, and dashboards to communicate findings and recommendations to stakeholders at all levels of the organization. * Project Management Support: Provide support to project managers in planning, executing, and monitoring project activities, ensuring alignment with project goals and timelines. * Stakeholder Engagement: Build and maintain effective relationships with internal and external stakeholders, gathering requirements, soliciting feedback, and facilitating collaboration to achieve project objectives. * Continuous Learning: Stay updated on industry trends, emerging technologies, and best practices in business analysis, actively seeking opportunities for professional development and knowledge enhancement. * Documentation: Maintain comprehensive documentation of analysis methodologies, findings, and recommendations, ensuring accuracy, accessibility, and compliance with organizational standards. About you * Bachelor's degree in Business Administration, Finance, Economics, or related field. * Strong analytical skills with proficiency in data analysis tools such as Excel, SQL, and statistical software. * Excellent communication and presentation skills, with the ability to convey complex information clearly and effectively. * Detail-oriented with strong organizational and time management abilities. * Proactive mindset with a willingness to learn and adapt in a dynamic environment. * Prior internship or relevant work experience in business analysis or related field is preferred. What we offer We offer a competitive remuneration package, including a 401k plan and comprehensive insurance coverage (health, dental, and vision). Enjoy the flexibility of working hours tailored to your needs and benefit from additional vacation time. As part of our commitment to employee well-being, we provide complimentary yoga and meditation classes to help you maintain a healthy work-life balance. How to Apply At Shine, we are dedicated to fostering a safe and inclusive environment where every individual can flourish. We achieve this by valuing talent, championing diversity, and promoting inclusion. We welcome applications from talented individuals of all backgrounds, abilities, and identities, regardless of how they identify. If you believe you're a good match for this role, click the apply button above to submit your application. We look forward to hearing from you!

Get To Know Shine Were a strategy, identity and campaigning agency. At Shine we believe that mission-driven businesses can positively impact society and the world around them, while at the same time growing their organisation. It is our expertise and our job to help them do that. Shine is a collection of creatives, strategists, designers, and business experts. And did you know were always looking to meet new people? So dont hesitate to get in touch if this role sounds like you! The Role Are you looking to kick-start your career in the business intelligence and data analytics sector? We are searching for someone that will want to own the technical design, development and delivery of business intelligence systems, reports and analysis for a growing division in New York. If this sounds like you, we have an excellent career growth opportunity for a graduate to join our team in our New York office. We Will Count On You To * Assist in the collection, collation, analysis and reporting of data. * Providing key statistics to the business to assist in the measurement of results, identifying trends and/or patterns etc. * Report Generation using Microsoft Power BI and Microsoft Excel. * Create unique solutions to business problems using data available internally or sourcing data from external sources. * Use data to support and influence critical business decisions. * Work with internal teams to generate regular and ad-hoc reports that can help them with their decision making. * Create and manage automated reports. What You Need To Have * Have a qualification in Marketing, Business, Computer Science, or a related field. * Have strong problem-solving skills and solution orientated. * Have excellent attention to detail and strong written and verbal communication skills. * Confident liaising with various business stakeholders. * Showcase time management and prioritisation skills. * Be numerically confident and able to translate numbers into insights and action. * Be motivated through achieving results. * Thrive working as part of a team in a challenging and demanding environment. * Passionate about data, analytics and problem solving. * Advanced Microsoft Excel skills (Pivot table, vlookup etc.) * Exposure to SAP will be highly regarded but not essential. What We Offer * A competitive remuneration package and employee benefits * Flexible working arrangements designed to suit individual circumstances and family needs * Birthday and study leave * Wellness Days to allow you to focus on your own physical and or mental wellbeing * A workplace where you can access 2 weeks additional leave each year so you can take that extra break with family or friends * We applaud your need to give back to the community and give you 2 paid volunteer days each year to support one of our-affiliated charities * A collaborative and fun culture * A vibrant office space at our HQ in Hells Kitchen (Coming Soon) * Plus, so much more! What are the next steps? Click on Apply to submit your formal application and our Talent Acquisition Team will be in touch. Don't delay - we'll be moving fast as soon as we find the perfect candidate.

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