The Magic Leap Growth Marketing Analyst interview guide, interview questions, salary data, and interview experiences.

Magic Leap Growth Marketing Analyst Interview Guide

<p>Getting ready for an Growth Marketing Analyst interview at Magic Leap? The Magic Leap Growth Marketing Analyst interview span across 10 to 12 different question topics. In preparing for the interview:</p>
<ul>
<li>Know what skills are necessary for Magic Leap Growth Marketing Analyst roles.</li>
<li>Gain insights into the Growth Marketing Analyst interview process at Magic Leap.</li>
<li>Practice real Magic Leap Growth Marketing Analyst interview questions.</li>
</ul>
<p>Interview Query regularly analyzes interview experience data, and we've used that data to produce this guide, with sample interview questions and an overview of the Magic Leap Growth Marketing Analyst interview.</p>


Getting ready for an Growth Marketing Analyst interview at Magic Leap? The Magic Leap Growth Marketing Analyst interview span across 10 to 12 different question topics. In preparing for the interview:

- Know what skills are necessary for Magic Leap Growth Marketing Analyst roles.
- Gain insights into the Growth Marketing Analyst interview process at Magic Leap.
- Practice real Magic Leap Growth Marketing Analyst interview questions.

Interview Query regularly analyzes interview experience data, and we've used that data to produce this guide, with sample interview questions and an overview of the Magic Leap Growth Marketing Analyst interview.
        

Overview

Challenge

<p>We've gathered this data from parsing thousands of interview experiences sourced from members.</p>

We've gathered this data from parsing thousands of interview experiences sourced from members.

Magic Leap Growth Marketing Analyst Interview Process

<p>When an interviewer asks a question along the lines of:</p>

<ul>
<li>What would your current manager say about you? What constructive criticisms might he give?</li>
<li>What are your three biggest strengths and weaknesses you have identified in yourself?</li>
</ul>

<p>How would you respond?</p>


<p>When asked about your strengths in an interview, what is an effective way to respond?</p>

When asked about your strengths in an interview, what is an effective way to respond?

Your Strengths and Weaknesses I

<p>Which of the following is an acceptable strategy when discussing weaknesses in an interview?</p>

Which of the following is an acceptable strategy when discussing weaknesses in an interview?

Your Strengths and Weaknesses II

What do you tell an interviewer when they ask you what your strengths and weaknesses are?

Your Strengths and Weaknesses

Brainteasers

<p>When an interviewer asks you a question along the lines of:</p>

<ul>
<li>Why did you apply to our company?</li>
<li>What are you looking for in your next job?</li>
<li>What makes you a good fit for our company?</li>
</ul>

<p>How should you respond?</p>


<p>When asked 'What are you looking for in your next job?' in an interview, how can you tie the company's employee benefits into your response?</p>

When asked 'What are you looking for in your next job?' in an interview, how can you tie the company's employee benefits into your response?

Why Do You Want to Work With Us I

<p>How can company values be used effectively in an interview when asked 'What makes you a good fit for our company?'</p>

How can company values be used effectively in an interview when asked 'What makes you a good fit for our company?'

Why Do You Want to Work With Us II

<p>When responding to the question 'Why did you apply to our company?' during an interview, what aspect should you highlight?</p>

When responding to the question 'Why did you apply to our company?' during an interview, what aspect should you highlight?

Why Do You Want to Work With Us III

How would you answer when an Interviewer asks why you applied to their company?

Why Do You Want to Work With Us

<p>Describe a data project you worked on. What were some of the challenges you faced?</p>


Describing a data project and its challenges

Hurdles In Data Projects

Analytics

<p>Talk about a time when you had trouble communicating with stakeholders. How were you able to overcome it?</p>


Strategically resolving misaligned expectations with stakeholders for a successful project outcome

Stakeholder Communication

<p>Let’s say you’re analyzing an AB test that has both a test group and a control group.</p>

<ol>
<li><p>How do you calculate the sample size necessary for an accurate measurement?</p></li>

<li><p>Let’s say that the sample size is similar and sufficient between the two groups. In order to measure very small differences between the two, should the power get bigger or smaller?</p></li>
</ol>


A/B Test Power Size

A/B Testing

<p>Let’s say we have two tables, <code>transactions</code> and <code>products</code>. Hypothetically the <code>transactions</code> table consists of over a billion rows of purchases bought by users.</p>

<p>We are trying to find paired products that are often purchased together by the same user, such as wine and bottle openers, chips and beer, etc..</p>

<p>Write a query to find the top five paired products and their names.</p>

<p><em>Notes:</em>
   <em>For the purposes of satisfying the test case, p2 should be the item that comes first in the alphabet.</em>
   <em>The <code>qty</code> column represents paired products count</em></p>

<p><strong>Example:</strong></p>

<p><strong>Input:</strong></p>

<p><code>transactions</code> table</p>

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

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

<tr>
<td><code>user_id</code></td>
<td>INTEGER</td>
</tr>

<tr>
<td><code>created_at</code></td>
<td>DATETIME</td>
</tr>

<tr>
<td><code>product_id</code></td>
<td>INTEGER</td>
</tr>

<tr>
<td><code>quantity</code></td>
<td>INTEGER</td>
</tr>
</tbody>
</table>
<p><code>products</code> table</p>

<table>
<thead>
<tr>
<th>Column</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>

<tr>
<td><code>price</code></td>
<td>FLOAT</td>
</tr>
</tbody>
</table>
<p><strong>Output:</strong></p>

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

<tbody>
<tr>
<td><code>p1</code></td>
<td>VARCHAR</td>
</tr>

<tr>
<td><code>p2</code></td>
<td>VARCHAR</td>
</tr>

<tr>
<td><code>qty</code></td>
<td>INTEGER</td>
</tr>
</tbody>
</table>


Paired Products

<p>Let’s say that you work at <strong>Facebook.</strong> Your team focuses on helping small businesses increase sales through the Marketplace app on Facebook.</p>

<p>How would you determine the customer service quality through the chat box for all interactions involving small businesses selling items to consumers?</p>


How would you determine customer service quality through a chat box?

Measuring Customer Service Quality

Product Sense & Metrics

<p>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.</p>

<p>Write a query to randomly sample a row from this table.</p>

<p><strong>Input:</strong></p>

<p><code>big_table</code> table</p>

<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

<p>Let’s say that you’re a data scientist working on a distribution team at Amazon.</p>

<p>Create a report displaying which shipments were delivered to customers during their membership period.</p>

<p>If the transaction is shipped during the membership period, column <code>is_member</code> should have the value <code>Y</code>. If not, the column should have the value <code>N</code>.</p>

<p><em>Hint: You may assume that <code>customer_id</code> is unique and that shipments are made only to registered customers.</em></p>

<p><strong>Example:</strong></p>

<p><strong>Input:</strong></p>

<p><code>customers</code> table</p>

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

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

<tr>
<td><code>membership_start_date</code></td>
<td>DATETIME</td>
</tr>

<tr>
<td><code>membership_end_date</code></td>
<td>DATETIME</td>
</tr>
</tbody>
</table>
<p><code>shipments</code> table</p>

<table>
<thead>
<tr>
<th>Column</th>
<th>type</th>
</tr>
</thead>

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

<tr>
<td><code>ship_date</code></td>
<td>DATETIME</td>
</tr>

<tr>
<td><code>customer_id</code></td>
<td>INTEGER</td>
</tr>

<tr>
<td><code>quantity</code></td>
<td>INTEGER</td>
</tr>
</tbody>
</table>
<p><strong>Output:</strong></p>

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

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

<tr>
<td><code>ship_date</code></td>
<td>DATETIME</td>
</tr>

<tr>
<td><code>customer_id</code></td>
<td>INTEGER</td>
</tr>

<tr>
<td><code>is_member</code></td>
<td>TEXT</td>
</tr>

<tr>
<td><code>quantity</code></td>
<td>INTEGER</td>
</tr>
</tbody>
</table>


Create a report displaying which shipments were delivered to customers during their membership period.

Completed Shipments

<p>As an accountant for a local grocery store, you have been tasked with calculating the daily sales of each product since their last restocking.</p>

<p>You have been provided with three tables: <code>products</code>, <code>sales</code>, and <code>restocking</code>. The <code>products</code> table contains information about each product, the <code>sales</code> table records the sales transactions, and the <code>restocking</code> table tracks the restocking events.</p>

<p>Write a query to retrieve the running total of sales for each product since its last restocking event.</p>

<p><strong><em>Notes:</em></strong> <em>The <code>sales_since_last_restock</code> column represents the cumulative sales of the product for each day since its last restocking event. Order the result set by <code>product_id</code>.</em></p>

<p>Example:</p>

<p><strong>Input:</strong></p>

<p>Table <code>products</code>:</p>

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

<tbody>
<tr>
<td>product_id</td>
<td>int</td>
</tr>

<tr>
<td>product_name</td>
<td>varchar</td>
</tr>
</tbody>
</table>
<p>Table <code>sales</code>:</p>

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

<tbody>
<tr>
<td>sales_id</td>
<td>int</td>
</tr>

<tr>
<td>product_id</td>
<td>int</td>
</tr>

<tr>
<td>date</td>
<td>date</td>
</tr>

<tr>
<td>sold_count</td>
<td>int</td>
</tr>
</tbody>
</table>
<p>Table <code>restocking</code>:</p>

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

<tbody>
<tr>
<td>restock_id</td>
<td>int</td>
</tr>

<tr>
<td>product_id</td>
<td>int</td>
</tr>

<tr>
<td>restock_date</td>
<td>date</td>
</tr>
</tbody>
</table>
<p><strong>Output</strong></p>

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

<tbody>
<tr>
<td>product_name</td>
<td>varchar</td>
</tr>

<tr>
<td>date</td>
<td>date</td>
</tr>

<tr>
<td>sales_since_last_restock</td>
<td>int</td>
</tr>
</tbody>
</table>


Calculate daily sales of each product since last restocking.

Cumulative Sales Since Last Restocking

<p>We’re given a table of product purchases. Each row in the table represents an individual user product purchase.</p>

<p>Write a query to get the number of customers that were upsold, or in other words, the number of users who bought additional products after their first purchase.</p>

<p><em>Note: If the customer purchased two things on the same day, that does not count as an upsell, as they were purchased within a similar timeframe.</em></p>

<p><strong>Example:</strong></p>

<p><strong>Input:</strong></p>

<p><code>transactions</code> table</p>

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

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

<tr>
<td><code>user_id</code></td>
<td>INTEGER</td>
</tr>

<tr>
<td><code>created_at</code></td>
<td>DATETIME</td>
</tr>

<tr>
<td><code>product_id</code></td>
<td>INTEGER</td>
</tr>

<tr>
<td><code>quantity</code></td>
<td>INTEGER</td>
</tr>
</tbody>
</table>
<p><strong>Output:</strong></p>

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

<tbody>
<tr>
<td><code>num_of_upsold_customers</code></td>
<td>INTEGER</td>
</tr>
</tbody>
</table>


Write a query to get the number of customers that were upsold

Upsell Transactions

<p>A digital health startup is analyzing ECG sensor data captured from wearable heart monitors. Each row in the dataset represents one heartbeat, including its timestamp and calculated heart rate at that moment.</p>

<p>The clinical team wants to detect tachycardia runs, periods where a patient’s heart rate stays above 100 bpm continuously for at least 10 seconds .</p>

<p>Write a SQL query to identify every valid tachycardia run and return:</p>

<ol>
<li><code>patient_id</code></li>
<li><code>run_start</code>: timestamp of the first beat in the run</li>
<li><code>run_end</code>: timestamp of the last beat in the run</li>
<li><code>duration_seconds</code>: difference in seconds between start and end (rounded to 2 decimals)</li>
</ol>

<p>Sort results by <code>patient_id</code>, then <code>run_start</code>.</p>

<p><strong>Definition of a Tachycardia Run</strong></p>

<ul>
<li>All consecutive heartbeats must have <code>heart_rate &gt; 100</code></li>
<li>Total duration ≥ 10 seconds</li>
<li>Any gap ≥ 3 seconds between consecutive beats breaks the run</li>
</ul>

<p><strong><em>Note:</em></strong> <em>A patient may have multiple separate runs.</em></p>

<p><strong>Schema</strong></p>

<p><strong>Input</strong></p>

<p><strong><code>ecg_readings</code> table</strong></p>

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

<tbody>
<tr>
<td>patient_id</td>
<td>INTEGER</td>
</tr>

<tr>
<td>timestamp</td>
<td>DATETIME</td>
</tr>

<tr>
<td>heart_rate</td>
<td>INTEGER</td>
</tr>
</tbody>
</table>
<p><strong>Output</strong></p>

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

<tbody>
<tr>
<td>patient_id</td>
<td>INTEGER</td>
</tr>

<tr>
<td>run_start</td>
<td>DATETIME</td>
</tr>

<tr>
<td>run_end</td>
<td>DATETIME</td>
</tr>

<tr>
<td>duration_seconds</td>
<td>DECIMAL</td>
</tr>
</tbody>
</table>
<p><strong>Example</strong></p>

<p><strong>Input</strong></p>

<p><strong><code>ecg_readings</code> table</strong></p>

<table>
<thead>
<tr>
<th>patient_id</th>
<th>timestamp</th>
<th>heart_rate</th>
</tr>
</thead>

<tbody>
<tr>
<td>1</td>
<td>2025-03-01 10:00:00</td>
<td>98</td>
</tr>

<tr>
<td>1</td>
<td>2025-03-01 10:00:02</td>
<td>105</td>
</tr>

<tr>
<td>1</td>
<td>2025-03-01 10:00:04</td>
<td>110</td>
</tr>

<tr>
<td>1</td>
<td>2025-03-01 10:00:07</td>
<td>108</td>
</tr>

<tr>
<td>1</td>
<td>2025-03-01 10:00:12</td>
<td>107</td>
</tr>

<tr>
<td>1</td>
<td>2025-03-01 10:00:15</td>
<td>85</td>
</tr>

<tr>
<td>1</td>
<td>2025-03-01 10:00:20</td>
<td>120</td>
</tr>

<tr>
<td>1</td>
<td>2025-03-01 10:00:28</td>
<td>122</td>
</tr>
</tbody>
</table>
<p><strong>Output</strong></p>

<table>
<thead>
<tr>
<th>patient_id</th>
<th>run_start</th>
<th>run_end</th>
<th>duration_seconds</th>
</tr>
</thead>

<tbody>
<tr>
<td>1</td>
<td>2025-03-01 10:00:02</td>
<td>2025-03-01 10:00:12</td>
<td>10.00</td>
</tr>
</tbody>
</table>

<h3><strong>Explanation</strong></h3>

<p>The high-rate streak from 10:00:02 to 10:00:12 forms one continuous sequence because each gap between timestamps (2 to 4, 4 to 7, and 7 to 12) is less than three seconds. This creates a valid 10-second run. The later high values at seconds 20 and 28 are separated by an eight-second gap, so they form a different sequence that is shorter than 10 seconds and is therefore ignored.</p>


Write a SQL query to identify every valid tachycardia run.

Detecting ECG Tachycardia Runs

<p>Given a table of user logs with platform information, count the number of daily active users on each platform for the year of 2020.</p>

<p><strong>Example:</strong></p>

<p><strong>Input:</strong></p>

<p><code>events</code> table</p>

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

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

<tr>
<td><code>user_id</code></td>
<td>INTEGER</td>
</tr>

<tr>
<td><code>created_at</code></td>
<td>DATETIME</td>
</tr>

<tr>
<td><code>action</code></td>
<td>VARCHAR</td>
</tr>

<tr>
<td><code>url</code></td>
<td>VARCHAR</td>
</tr>

<tr>
<td><code>platform</code></td>
<td>VARCHAR</td>
</tr>
</tbody>
</table>
<p><strong>Output:</strong></p>

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

<tbody>
<tr>
<td><code>platform</code></td>
<td>VARCHAR</td>
</tr>

<tr>
<td><code>created_at</code></td>
<td>DATETIME</td>
</tr>

<tr>
<td><code>daily_users</code></td>
<td>INTEGER</td>
</tr>
</tbody>
</table>


Daily Active Users

<p>To finish a class, students must pass four exams (exam ids: 1,2,3 and 4).</p>

<p>Given a table <code>exam_scores</code> containing the data about all of the exams that students took, form a new table to track the scores for each student.</p>

<p><em>Note: Students took each exam only once.</em></p>

<p><strong>Example:</strong></p>

<p>For the given input:</p>

<table>
<thead>
<tr>
<th><code>student_id</code></th>
<th><code>student_name</code></th>
<th><code>exam_id</code></th>
<th><code>score</code></th>
</tr>
</thead>

<tbody>
<tr>
<td>100</td>
<td><code>Anna</code></td>
<td>1</td>
<td>71</td>
</tr>

<tr>
<td>100</td>
<td><code>Anna</code></td>
<td>2</td>
<td>72</td>
</tr>

<tr>
<td>100</td>
<td><code>Anna</code></td>
<td>3</td>
<td>73</td>
</tr>

<tr>
<td>100</td>
<td><code>Anna</code></td>
<td>4</td>
<td>74</td>
</tr>

<tr>
<td>101</td>
<td><code>Brian</code></td>
<td>1</td>
<td>65</td>
</tr>
</tbody>
</table>
<p>the expected output should be:</p>

<table>
<thead>
<tr>
<th><code>student_name</code></th>
<th><code>exam_1</code></th>
<th><code>exam_2</code></th>
<th><code>exam_3</code></th>
<th><code>exam_4</code></th>
</tr>
</thead>

<tbody>
<tr>
<td><code>Anna</code></td>
<td>71</td>
<td>72</td>
<td>73</td>
<td>74</td>
</tr>

<tr>
<td><code>Brian</code></td>
<td>65</td>
<td>NULL</td>
<td>NULL</td>
<td>NULL</td>
</tr>
</tbody>
</table>
<p><strong>Input:</strong></p>

<p><code>exam_scores</code> table</p>

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

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

<tr>
<td><code>student_name</code></td>
<td>VARCHAR</td>
</tr>

<tr>
<td><code>exam_id</code></td>
<td>INTEGER</td>
</tr>

<tr>
<td><code>score</code></td>
<td>INTEGER</td>
</tr>
</tbody>
</table>
<p><strong>Output:</strong></p>

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

<tbody>
<tr>
<td><code>student_name</code></td>
<td>VARCHAR</td>
</tr>

<tr>
<td><code>exam_1</code></td>
<td>INT</td>
</tr>

<tr>
<td><code>exam_2</code></td>
<td>INT</td>
</tr>

<tr>
<td><code>exam_3</code></td>
<td>INT</td>
</tr>

<tr>
<td><code>exam_4</code></td>
<td>INT</td>
</tr>
</tbody>
</table>


List out the exams sources of each student in MySQL

Exam Scores

<p>An electronics retail company tracks its sales and wants to run a performance analysis. They’re hoping to categorize sales into different groups, based on the amount of sales and the region where the sale occurred. The conditions for categorization are:</p>

<ul>
<li><strong>Standard Sales</strong>: Any sales below 2000 are considered standard, except if they occur in the <code>East</code> region, or in the month of July.</li>
<li><strong>Premium Sales</strong>: Any sales that are over or equal to 2000, or any sales in the <code>East</code> region (regardless of the amount), are considered premium, except again during the month of July.</li>
<li><strong>Promotional Sales</strong>: All sales made in the promotional period of July, regardless of the amount or region, are considered promotional.</li>
</ul>

<p>The company wants a report that sums these amounts by region to help with financial planning and bonus allocations.</p>

<p><em>Note: You may assume that table contains data only for 2023</em></p>

<p><strong>Example:</strong></p>

<p><strong>Input:</strong></p>

<p><code>sales</code> table</p>

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

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

<tr>
<td><code>employee_id</code></td>
<td>INTEGER</td>
</tr>

<tr>
<td><code>product_id</code></td>
<td>INTEGER</td>
</tr>

<tr>
<td><code>sale_amount</code></td>
<td>FLOAT</td>
</tr>

<tr>
<td><code>sale_date</code></td>
<td>DATE</td>
</tr>

<tr>
<td><code>region</code></td>
<td>TEXT</td>
</tr>
</tbody>
</table>
<p><strong>Output:</strong></p>

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

<tbody>
<tr>
<td><code>region</code></td>
<td>TEXT</td>
</tr>

<tr>
<td><code>total_sales</code></td>
<td>FLOAT</td>
</tr>

<tr>
<td><code>premium_sales</code></td>
<td>FLOAT</td>
</tr>

<tr>
<td><code>standard_sales</code></td>
<td>FLOAT</td>
</tr>

<tr>
<td><code>promotional_sales</code></td>
<td>FLOAT</td>
</tr>
</tbody>
</table>


Categorize sales based on the amount of sales and the region

Categorize Sales

<p>You’re given three tables, <code>users</code>, <code>transactions</code> and <code>events</code>. We’re interested in how user activity affects user purchasing behavior. </p>

<p>The events table holds data for user events on the website where the <code>action</code> field would equal values such as <code>like</code> and <code>comment</code>.</p>

<p>Write a query to prove if users that interact on the website (likes, comments) convert towards purchasing at a higher volume than users that do not interact.</p>

<p><strong>users</strong> table</p>

<table>
<thead>
<tr>
<th>column</th>
<th>type</th>
</tr>
</thead>

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

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

<tr>
<td><code>created_at</code></td>
<td><code>DATETIME</code></td>
</tr>
</tbody>
</table>
<p><strong>transactions</strong> table</p>

<table>
<thead>
<tr>
<th>column</th>
<th>type</th>
</tr>
</thead>

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

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

<tr>
<td><code>created_at</code></td>
<td><code>DATETIME</code></td>
</tr>
</tbody>
</table>
<p><strong>events</strong> table</p>

<table>
<thead>
<tr>
<th>column</th>
<th>type</th>
</tr>
</thead>

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

<tr>
<td><code>action</code></td>
<td><code>VARCHAR</code></td>
</tr>

<tr>
<td><code>created_at</code></td>
<td><code>DATETIME</code></td>
</tr>
</tbody>
</table>


We're interested in how user activity affects user purchasing behavior. 

Activity Conversion

Magic Leap Growth Marketing Analyst Interview Questions

<div><h2>Marketing Analyst</h2><p>Award-winning, inclusive, Top Workplace culture doesn't happen overnight. It's a result of hard work by extraordinary people. More than 11,000 of the industry's brightest talent drive our efforts to deliver purposeful work and meaningful impact every day. Learn more about what makes us different and how you can thrive as a Marketing Analyst at McGriff, a division of Marsh McLennan Agency (MMA).</p><p>MMA provides business insurance, employee health & benefits, retirement, and private client insurance solutions to organizations and individuals seeking limitless possibilities. With 200 offices across North America, we combine the personalized service model of a local consultant with the global resources of the world's leading professional services firm, Marsh (NYSE: MRSH).</p><p>A day in the life.</p><p>As our Marketing Analyst on the Business Insurance team you'll:</p><ul><li>Assist the Producer and account teams collecting prospect and client information.</li><li>Obtain loss runs, preparing loss summaries, and preparing loss history analyses, stratifications, and loss forecasters as requested.</li><li>Research claims issues as related to loss runs/loss summaries.</li><li>Obtain, perform analyses of, and/or review experience mod worksheet calculations and relevant information from other analytical and evaluative tools and sources.</li><li>Quote/rate various online programs for multiple insurance carriers.</li><li>Support the submission process, including to but not limited to assisting in the development of submissions, creating transmittal communications for sending submissions to carriers.</li><li>Follow up with carriers to confirm receipt of submissions and assist with obtaining and providing additional information requested by carriers.</li><li>Compare coverages, terms, and conditions of quotes.</li><li>Prepare proposals, finance agreements, other presentations, and/or certificates of coverage as requested</li><li>Become proficient with the usage and ability to learn all relevant insurance company rating programs.</li><li>Creating documents/spreadsheets to assist in marketing of accounts.</li><li>Document account/computer files per procedures and requirements as requested.</li><li>Understand NFIP guidelines and requests for policy issuance.</li><li>Process binder request forms and supporting documentation as requested.</li><li>Attend and meet with carrier representatives, as requested.</li><li>Become knowledgeable about insurance carrier products and programs.</li><li>Build and maintain key client and carrier relationships by phone, email, and in person.</li><li>Assist Producers in sales efforts, including responding to Requests for Proposals and participating in prospect meetings as requested.</li><li>Understand and utilize the client management system(s) and other relevant technology platforms.</li><li>Attend seminars, classes, and carrier meetings to keep abreast of new products available for clients and acquire expertise in legislative changes.</li><li>Other projects, job duties, and responsibilities as requested by Producers, account teams, and/or management.</li></ul><p>Our future colleague.</p><p>We'd love to meet you if your professional track record includes these skills:</p><ul><li>High School Diploma or equivalent education</li><li>Relevant insurance industry education, training, or experience</li><li>Appropriate insurance license(s)</li><li>Basic insurance knowledge with a strong desire to learn and achieve insurance designations such as Accredited Advisor in Insurance (AAI), INS, Certified Insurance Counselor (CIC), (Certified Risk Manager) CRM, Chartered Property Casualty Underwriter (CPCU)) or equivalent</li><li>Strong communication and interpersonal skills to build and maintain positive business relationships with clients, market contacts, and McGriff teammates</li><li>Strong persuasion skills and tact to obtain information and successfully interact with clients, carriers, and teammates.</li><li>Discretion and analytical skills to analyze client information, proposal competitiveness, etc.</li><li>Demonstrated proficiency in basic computer applications such as Microsoft Office Suite</li><li>Ability to travel overnight</li></ul><p>Preferred Qualifications:</p><ul><li>College degree or equivalent education and/or experience</li><li>Insurance industry certifications in addition to necessary license(s)</li><li>Significant prior insurance industry experience and knowledge of carriers and markets</li></ul><p>We know there are excellent candidates who might not check all of these boxes. Don't be shy. If you're close, we'd be very interested in meeting you.</p><p>Valuable benefits.</p><p>We value and respect the impact our colleagues make every day both inside and outside our organization. We've built a culture that promotes colleague well-being through robust benefit programs and resources, encourages professional and personal development, and celebrates opportunities to pursue the projects and causes that give colleagues fulfilment outside of work.</p><p>Some benefits included in this role are:</p><ul><li>Generous time off, including personal and volunteering</li><li>Tuition reimbursement and professional development opportunities</li><li>Hybrid Work</li><li>Charitable contribution match programs</li><li>Stock purchase opportunities</li></ul><p>Marsh McLennan and its affiliates are EOE Minority/Female/Disability/Vet/Sexual Orientation/Gender Identity employers.</p></div>

<div><h2>Senior Marketing Analyst</h2><p>This role provides an exciting opportunity to shape the marketing strategy of a high-growth, technology-driven company through data-driven insights. As a Senior Marketing Analyst, you will partner closely with marketing, sales, and operations teams to build scalable reporting, analyze campaign performance, and measure impact across the entire customer journey. You will transform complex marketing data into actionable recommendations that directly influence strategy, optimize ROI, and support decision-making at all levels. This position is ideal for an analytical, detail-oriented professional who thrives in a collaborative environment and is eager to leverage modern toolsincluding AIto enhance marketing performance and operational efficiency.</p><h3>Accountabilities:</h3><ul><li>Serve as the analytics partner for marketing teams, designing and scaling reporting capabilities across campaigns, channels, and customer touchpoints.</li><li>Track and measure marketing KPIs, attribution, and overall impact on customer acquisition and revenue milestones.</li><li>Automate operating review deliverables to ensure consistency and efficiency in reporting and dashboards.</li><li>Provide actionable insights and data-driven recommendations to marketing, sales, and operations stakeholders.</li><li>Collaborate with Data Engineering and cross-functional teams to enhance analytical capabilities and data infrastructure.</li><li>Continuously identify opportunities to optimize marketing strategies and campaign effectiveness based on performance analysis.</li></ul><h3>Requirements:</h3><ul><li>5+ years of experience in marketing analytics, data analysis, or a related field in SaaS or technology-driven companies.</li><li>Strong analytical and problem-solving skills, with proficiency in SQL, Excel, and data visualization tools such as Tableau; experience with DBT, Python, or R is a plus.</li><li>Knowledge of marketing automation platforms (e.g., HubSpot, Marketo) and Salesforce.</li><li>Ability to translate complex data into actionable insights and communicate findings clearly to non-technical stakeholders.</li><li>Proven ability to independently manage analytics projects and deliver results in a fast-paced, collaborative environment.</li><li>Curiosity and openness to using AI to enhance analytics efficiency and decision-making.</li></ul><h3>Benefits:</h3><ul><li>Competitive salary and equity opportunities.</li><li>Comprehensive medical, dental, and vision coverage with 100% of employee premiums covered.</li><li>16 weeks of fully-paid parental leave for all new parents.</li><li>Health and wellness stipends, remote workspace, internet, and cellphone allowances.</li><li>Matching 401(k) contributions with immediate vesting.</li><li>Flexible PTO policy, 80 hours of sick time, and 11 company-paid holidays.</li><li>Professional development, virtual team-building activities, and global office presence.</li></ul></div>

<div><h2>Senior Marketing Data Analyst</h2><p>At Boston Scientific, we'll give you the opportunity to harness all that's within you by working in teams of diverse and high-performing employees, tackling some of the most important health industry challenges. With access to the latest tools, information and training, we'll help you in advancing your skills and career. Here, you'll be supported in progressing  whatever your ambitions.</p><p>We are seeking a Senior Marketing Data Analyst to join our Cardiology Marketing & Digital Enablement (CMDE) team. In this role, you will support our marketing and commercial teams with insights that drive data-informed decision-making and optimized marketing initiatives across digital marketing, campaign performance, customer segmentation, and ROI optimization efforts. The ideal candidate is not only data-savvy but also capable of translating complex data into actionable business insights.</p><p>Boston Scientific follows a hybrid work model, requiring team members to be on-site at least three days per week to foster strong collaboration and synergy.</p><p>Relocation assistance is not available for this position at this time.</p><p>Boston Scientific will not offer sponsorship or take over sponsorship of an employment visa for this position at this time.</p><p>Your responsibilities will include:</p><ul><li>Data Analysis & Insights: Analyze and interpret complex marketing data across channels (email, web, paid media, CRM, call center, etc.). Identify trends, patterns, and insights to optimize customer acquisition and engagement strategies. Propose and conduct A/B testing and multivariate experiments to improve campaign performance.</li><li>Reporting & Dashboarding: Design, quality check, and maintain scalable dashboards and reports using tools like Tableau. Provide weekly/monthly/quarterly performance reporting and KPIs for various stakeholders (e.g., campaign ROI, funnel analysis, LTV/CAC).</li><li>Campaign Measurement & Attribution: Develop robust attribution models to track marketing effectiveness across channels. Partner with media teams to evaluate performance of paid campaigns and optimize spend.</li><li>Collaboration: Work closely with marketing, product, and strategy teams to align metrics and drive business outcomes.</li><li>Data / Infrastructure: Collaborate with data engineers to ensure marketing data pipelines are reliable and scalable. Advocate for data quality, integrity, and consistency across all systems.</li></ul><p>In this role, you will be successful if you:</p><ul><li>Consistently deliver accurate and timely insights that directly impact campaign strategy and business outcomes.</li><li>Develop scalable analytics solutions and KPIs that align with stakeholder business objectives.</li><li>Are viewed as a strategic partner by marketing partners and executive leadership.</li></ul><p>Required qualifications:</p><ul><li>Bachelor's or Master's degree in Marketing, Statistics, Data Science, Economics, or related field.</li><li>5+ years of experience in a data analyst or marketing analytics role.</li><li>Strong proficiency in SQL (ideally in Snowflake) and data manipulation languages.</li><li>Hands-on experience with data visualization tools (ideally Tableau).</li><li>Solid understanding of marketing technologies, including site tagging and analytics in Google ecosystem and data payloads to Salesforce</li><li>Exceptional communication skills  able to translate data into compelling narratives.</li></ul><p>Preferred qualifications:</p><ul><li>Experience with statistical tools (ideally Python) is a plus.</li><li>Familiarity with working in regulated industries or with sensitive business data (e.g., healthcare, life sciences).</li><li>Experience in marketing mix modeling or predictive modeling.</li><li>Experience with healthcare claims and prescription data.</li></ul></div>

<div><h2>Marketing Analyst</h2><p>Award-winning, inclusive, Top Workplace culture doesn't happen overnight. It's a result of hard work by extraordinary people. More than 11,000 of the industry's brightest talent drive our efforts to deliver purposeful work and meaningful impact every day. Learn more about what makes us different and how you can thrive as a Marketing Analyst at McGriff, a division of Marsh McLennan Agency (MMA).</p><p>MMA provides business insurance, employee health & benefits, retirement, and private client insurance solutions to organizations and individuals seeking limitless possibilities. With 200 offices across North America, we combine the personalized service model of a local consultant with the global resources of the world's leading professional services firm, Marsh.</p><h3>A Day In The Life</h3><p>As our Marketing Analyst on the Business Insurance team you'll:</p><ul><li>Assist the Producer and account teams collecting prospect and client information.</li><li>Obtain loss runs, preparing loss summaries, and preparing loss history analyses, stratifications, and loss forecasters as requested.</li><li>Research claims issues as related to loss runs/loss summaries.</li><li>Obtain, perform analyses of, and/or review experience mod worksheet calculations and relevant information from other analytical and evaluative tools and sources.</li><li>Quote/rate various online programs for multiple insurance carriers.</li><li>Support the submission process, including to but not limited to assisting in the development of submissions, creating transmittal communications for sending submissions to carriers.</li><li>Follow up with carriers to confirm receipt of submissions and assist with obtaining and providing additional information requested by carriers.</li><li>Compare coverages, terms, and conditions of quotes.</li><li>Prepare proposals, finance agreements, other presentations, and/or certificates of coverage as requested.</li><li>Become proficient with the usage and ability to learn all relevant insurance company rating programs.</li><li>Creating documents/spreadsheets to assist in marketing of accounts.</li><li>Document account/computer files per procedures and requirements as requested.</li><li>Understand NFIP guidelines and requests for policy issuance.</li><li>Process binder request forms and supporting documentation as requested.</li><li>Attend and meet with carrier representatives, as requested.</li><li>Become knowledgeable about insurance carrier products and programs.</li><li>Build and maintain key client and carrier relationships by phone, email, and in person.</li><li>Assist Producers in sales efforts, including responding to Requests for Proposals and participating in prospect meetings as requested.</li><li>Understand and utilize the client management system(s) and other relevant technology platforms.</li><li>Attend seminars, classes, and carrier meetings to keep abreast of new products available for clients and acquire expertise in legislative changes.</li><li>Other projects, job duties, and responsibilities as requested by Producers, account teams, and/or management.</li></ul><h3>Our Future Colleague</h3><p>We'd love to meet you if your professional track record includes these skills:</p><ul><li>High School Diploma or equivalent education</li><li>Relevant insurance industry education, training, or experience</li><li>Appropriate insurance license(s)</li><li>Basic insurance knowledge with a strong desire to learn and achieve insurance designations such as Accredited Advisor in Insurance (AAI), INS, Certified Insurance Counselor (CIC), (Certified Risk Manager) CRM, Chartered Property Casualty Underwriter (CPCU)) or equivalent</li><li>Strong communication and interpersonal skills to build and maintain positive business relationships with clients, market contacts, and McGriff teammates</li><li>Strong persuasion skills and tact to obtain information and successfully interact with clients, carriers, and teammates.</li><li>Discretion and analytical skills to analyze client information, proposal competitiveness, etc.</li><li>Demonstrated proficiency in basic computer applications such as Microsoft Office Suite</li><li>Ability to travel overnight</li></ul><h3>Preferred Qualifications:</h3><ul><li>College degree or equivalent education and/or experience</li><li>Insurance industry certifications in addition to necessary license(s)</li><li>Significant prior insurance industry experience and knowledge of carriers and markets</li></ul><p>We know there are excellent candidates who might not check all of these boxes. Don't be shy. If you're close, we'd be very interested in meeting you.</p><h3>Valuable Benefits</h3><p>We value and respect the impact our colleagues make every day both inside and outside our organization. We've built a culture that promotes colleague well-being through robust benefit programs and resources, encourages professional and personal development, and celebrates opportunities to pursue the projects and causes that give colleagues fulfilment outside of work.</p><p>Some benefits included in this role are:</p><ul><li>Generous time off, including personal and volunteering</li><li>Tuition reimbursement and professional development opportunities</li><li>Hybrid Work</li><li>Charitable contribution match programs</li><li>Stock purchase opportunities</li></ul><p>We embrace a culture that celebrates and promotes the many backgrounds, heritages and perspectives of our colleagues and clients. We are always seeking those with ethics, talent, and ambition who are interested in joining our client-focused teams.</p><p>Marsh McLennan and its affiliates are EOE Minority/Female/Disability/Vet/Sexual Orientation/Gender Identity employers.</p></div>

<div><h2>Why Usaa?</h2><p>At USAA, our mission is to empower our members to achieve financial security through highly competitive products, exceptional service and trusted advice. We seek to be the #1 choice for the military community and their families.</p><p>Embrace a fulfilling career at USAA, where our core values  honesty, integrity, loyalty and service  define how we treat each other and our members. Be part of what truly makes us special and impactful.</p><p><strong>The Opportunity</strong></p><p>The Bank Marketing and Digital Organization is seeking a Marketing Analyst who is focused on continuous performance outcomes, testing and improving customer experiences, and driving marketing optimizations to achieve business objectives.</p><p>As a dedicated Business Strategy Analyst I, you will utilize quantitative and qualitative analysis to provide thought-leadership on evolving industry trends, market developments, USAA's strategic direction, regulatory environment, and macroeconomic trends for the business unit. Provides insights and information-based context for key stakeholders in the business unit to effectively manage, influence, and impact line of business strategy.</p><p>We offer a flexible work environment that requires an individual to be in the office 4 days per week. This position can be based in one of the following locations: San Antonio, TX, Plano, TX, Phoenix, AZ, Colorado Springs, CO, or Charlotte, NC.</p><p>Relocation assistance is not available for this position.</p><h2><strong>What You'll Do:</strong></h2><ul><li>Collaborates with stakeholders to identify key business assumptions and hypotheses around line of business strategy. Evaluates and uncovers strategic insights related to Profit & Loss. performance including Product Strategy, Pricing, Marketing, Sales, Credit Risk, Distribution Channels, and Member Experience.</li><li>Assists experienced Business Strategy Analysts and other subject matter experts with refining hypotheses and identifying business questions to explore further.</li><li>Assists in the development of the analytical framework and blueprint to answer business questions identified in the business portfolio, product, or member experience.</li><li>Leverages advanced data-driven problem-solving techniques to manipulate and interpret business results.</li><li>Translates findings into insights for strategy management and execution.</li><li>Prepares materials that help communicate the significance of the strategic insights to senior leaders and other key stakeholders. May participate in key stakeholder meetings.</li><li>Ensures risks associated with business activities are effectively identified, measured, monitored, and controlled in accordance with risk and compliance policies and procedures.</li></ul><h2><strong>What You Have:</strong></h2><ul><li>Bachelor's Degree in Business, Science, Finance, Economics or related discipline; OR 4 years of related experience (in addition to the minimum years of experience required) may be substituted in lieu of degree.</li><li>4 years experience in data and/or analytics or strategy consulting; OR Advanced Degree in Business, Science, Finance, Economics or related discipline with 2 years experience in data and/or analytics or strategy consulting.</li><li>Experience identifying business needs and developing strategic plans driven by qualitative/quantitative analysis and market insights.</li><li>Demonstrated experience using data analytics to formulate data-driven insights.</li><li>Experience performing data analysis using various data analytics tools (i.e. Microsoft Excel, Tableau, R, Python, SQL, Snowflake, SAS, Adobe Analytics).</li><li>Experience in project management.</li></ul><p><strong>What Sets You Apart:</strong></p><ul><li>Digital marketing analytical experience in Banking, Insurance, or Retail</li><li>Demonstrated experience in marketing analytical processes and measurement frameworks and Adtech adoption. (Attribution Methodologies, Google Analytics, Adobe)</li><li>Test and Learn experience  designing, leading, executing, and analyzing results</li><li>Strong communication and storytelling skills with an ability to synthesize data and deliver meaningful insights for action</li><li>Prior US military service or being a military spouse/domestic partner is highly valued</li></ul><p><strong>Compensation Range:</strong> The salary range for this position is: $85,040 - $153,080.</p><p>USAA does not provide visa sponsorship for this role. Please do not apply for this role if at any time (now or in the future) you will need immigration support (i.e., H-1B, TN, STEM OPT Training Plans, etc.).</p><p>At USAA our employees enjoy best-in-class benefits to support their physical, financial, and emotional wellness. These benefits include comprehensive medical, dental and vision plans, 401(k), pension, life insurance, parental benefits, adoption assistance, paid time off program with paid holidays plus 16 paid volunteer hours, and various wellness programs. Additionally, our career path planning and continuing education assists employees with their professional goals.</p><p>For more details on our outstanding benefits, visit our benefits page on USAAjobs.com.</p><p>Applications for this position are accepted on an ongoing basis, this posting will remain open until the position is filled. Thus, interested candidates are encouraged to apply the same day they view this posting.</p><p>USAA is an Equal Opportunity Employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, disability, or status as a protected veteran.</p></div>

<div><h2>Trade Marketing Analyst</h2><p>Join Groupe SEB and contribute to better living around the world! As a global reference in small domestic and professional equipment, we make a real impact through our 45 iconic brands  Tefal, Seb, Rowenta, Moulinex, Krups, and many more  present in over 150 countries. Every second, 13 products are sold, manufactured in our 50 industrial and logistic sites.</p><p>Our success relies on the diversity of talents, the richness of individual journeys, and an inclusive and respectful work environment. We are firmly committed to fighting all forms of discrimination. If you have a disability, we are here to listen and adapt your recruitment journey.</p><p>IMUSA USA is the #1 Ethnic cookware brand in the US. Our mission is to bring our customers great value while keeping in mind authenticity and tradition. With deep roots in Latin America, the company provides solutions to that traditional Hispanic Consumer who values heritage and searches for those traditional vessels used from generation to generation. We are a diverse team that is fully committed to our goals and is convinced of the positive impact of all the accomplishments we have achieved through innovation and teamwork in an equitable work environment.</p><h3>Background & Purpose of the Job:</h3><p>As part of the marketing team, the Trade Marketing Analyst role will be essential in providing creative, analytical, and ongoing support to both the marketing and sales departments. This position will foster strong collaboration with sales, marketing, and sourcing teams to align trade marketing brick-and-mortar strategies with overall business goals, ensuring a cohesive approach. Additionally, the Trade Marketing Analyst will offer key support in areas such as sales presentations and proposals, sales and market analysis reporting, retailer and competitive analysis, trade shows, and the overall marketing department.</p><h3>Who You Are & What You'll Do:</h3><p> Support in brick-and-mortar planogram builds/creations and sales proposals.  Create, maintain, and manage sales sheets database and ensure its accuracy.  Showroom and sample management for marketing, sales and global sourcing departments, product sample requests as needed by accounts, sales reps, trade shows and other corporate events.  Assist in optimizing Salsify and online catalogs as needed by accounts.  Analyze sales data to assess the performance of trade marketing strategies and product placements, making data-driven recommendations for improvement.  Support marketing and sales team in the creation of marketing, market research (NPD) reports.  Internal reporting for business reviews and sales department (New product arrivals, Market visit insights, sales analysis, POS, etc.)  Conduct comprehensive market research to identify trends, opportunities, and challenges in the cookware industry providing actionable insights to support strategic decision-making.  Coordinate with vendors the creation and distribution of effective marketing materials, ensuring brand consistency and accurate distribution between teams and events.</p><h3>What You'll Need to Succeed:</h3><p> Field of Study/Profession: Bachelor's in marketing, International Business or Business Management.  Proficiency with MS Office (PowerPoint & Excel primarily).  Strong math, analytical, problem-solving, and organizational skills with proficiency in data analysis tools  Ability to work collaboratively in a cross-functional environment.  Excellent verbal and communication skills.  Excellent project management skills: ability to manage multiple projects with overlapping deadlines while meeting all objectives and deliverables on time in a fast-paced environment.  Strong attention to detail.  Flexible, adaptable, & creative.  Bilingual preferred  English/Spanish.  Experience in trade marketing (brick-and-mortar) with large national retailing organizations, department stores, distributors & clubs, preferably in the Housewares sector.  Self-driven individual capable of meeting deliverables with minor supervision.  Willingness/ability to travel 10% of the time.</p><p>You will receive a competitive salary that recognizes your expertise and contribution to the team. In addition, we offer a comprehensive benefits package that includes:</p><ul><li>Medical, dental, and vision insurance</li><li>401(k) retirement plan with company match</li><li>Paid time off and holidays</li><li>Continuing education opportunities</li><li>Employee discounts on company products/services</li><li>Wellness incentives</li><li>Casual dress code</li><li>Positive work culture that values work-life balance</li></ul><p>In addition to a competitive salary and benefits package, we offer a fun and collaborative work environment where your ideas will be heard and your contributions will be valued. Don't miss this opportunity to join a dynamic team and take your career to the next level. Apply now!</p><p>Groupe SEB is an Equal Opportunity Employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, age, pregnancy, genetic information, disability, status as a protected veteran, or any other protected category under applicable federal, state, and local laws. For more information, please see "Know Your Rights: Workplace Discrimination is Illegal" Poster.</p><p>If you are an individual with a disability and would like to request a reasonable accommodation as part of the employment selection process, please contact HRUSA@groupeseb.com. Groupe SEB invites any applicant and/or employee to review the Company's written Affirmative Action Plan. This plan is available for inspection upon request by contacting HRUSA@groupeseb.com.</p></div>

<div><h2>Senior Marketing Data Analyst</h2><p>At Boston Scientific, we'll give you the opportunity to harness all that's within you by working in teams of diverse and high-performing employees, tackling some of the most important health industry challenges. With access to the latest tools, information, and training, we'll help you in advancing your skills and career. Here, you'll be supported in progressing  whatever your ambitions.</p><h3>About The Role</h3><p>We are seeking a Senior Marketing Data Analyst to join our Cardiology Marketing & Digital Enablement (CMDE) team. In this role, you will support our marketing and commercial teams with insights that drive data-informed decision-making and optimized marketing initiatives across digital marketing, campaign performance, customer segmentation, and ROI optimization efforts. The ideal candidate is not only data-savvy but also capable of translating complex data into actionable business insights.</p><p>Boston Scientific follows a hybrid work model, requiring team members to be on-site at least three days per week to foster strong collaboration and synergy.</p><p>Relocation assistance is not available for this position at this time.</p><p>Boston Scientific will not offer sponsorship or take over sponsorship of an employment visa for this position at this time.</p><h3>Your Responsibilities Will Include</h3><ul><li>Data Analysis & Insights: Analyze and interpret complex marketing data across channels (email, web, paid media, CRM, call center, etc.). Identify trends, patterns, and insights to optimize customer acquisition and engagement strategies. Propose and conduct A/B testing and multivariate experiments to improve campaign performance.</li><li>Reporting & Dashboarding: Design, quality check, and maintain scalable dashboards and reports using tools like Tableau. Provide weekly/monthly/quarterly performance reporting and KPIs for various stakeholders (e.g., campaign ROI, funnel analysis, LTV/CAC).</li><li>Campaign Measurement & Attribution: Develop robust attribution models to track marketing effectiveness across channels. Partner with media teams to evaluate performance of paid campaigns and optimize spend.</li><li>Collaboration: Work closely with marketing, product, and strategy teams to align metrics and drive business outcomes.</li><li>Data / Infrastructure: Collaborate with data engineers to ensure marketing data pipelines are reliable and scalable. Advocate for data quality, integrity, and consistency across all systems.</li></ul><h3>In This Role, You Will Be Successful If You</h3><ul><li>Consistently deliver accurate and timely insights that directly impact campaign strategy and business outcomes.</li><li>Develop scalable analytics solutions and KPIs that align with stakeholder business objectives.</li><li>Are viewed as a strategic partner by marketing partners and executive leadership.</li></ul><h3>Required Qualifications</h3><ul><li>Bachelor's or Master's degree in Marketing, Statistics, Data Science, Economics, or related field.</li><li>5+ years of experience in a data analyst or marketing analytics role.</li><li>Strong proficiency in SQL (ideally in Snowflake) and data manipulation languages.</li><li>Hands-on experience with data visualization tools (ideally Tableau).</li><li>Solid understanding of marketing technologies, including site tagging and analytics in Google ecosystem and data payloads to Salesforce</li><li>Exceptional communication skills  able to translate data into compelling narratives.</li></ul><h3>Preferred Qualifications</h3><ul><li>Experience with statistical tools (ideally Python) is a plus.</li><li>Familiarity with working in regulated industries or with sensitive business data (e.g., healthcare, life sciences).</li><li>Experience in marketing mix modeling or predictive modeling.</li><li>Experience with healthcare claims and prescription data.</li></ul></div>

<div><h2>Marketing Analyst</h2><p>The Marketing Analyst at Dupaco plays a key role in supporting strategic growth by turning data into actionable insights. This role is responsible for analyzing member behavior, product performance, competitive trends, and marketing campaign results to help the credit union strengthen member relationships and achieve business goals. The Marketing Analyst collaborates closely with marketing, digital banking, product, and business intelligence teams to develop data-driven recommendations that optimize campaigns, enhance targeting, and improve the overall member experience.</p><p>#DupacoDifference.</p><p>Dupaco Values:</p><ul><li>Demonstrates Dupaco Values: Rooted In Trust, Empathetic Understanding, Strengthening Relationships, Advocate for All and Invest in You</li></ul><p>What you'll be doing:</p><ul><li>Measuring and reporting on marketing effectiveness, conducting segmentation and market analysis, forecasting product opportunities, evaluating member journeys, and supporting regulatory-compliant marketing communications</li><li>Utilize strong analytical ability to evaluate complex end-to-end customer experience across multiple channels and customer touch points.</li><li>Ensure marketing resources are used effectively and contribute to long-term strategic planning by identifying trends, risks, and growth opportunities within the membership base and local communities.</li><li>Collaborate with marketing, cross-functional teams, and vendors to achieve objectives.</li><li>Coordinate, direct and manage concurrent tasks and projects (with moderate risk and resource requirements) from concept to completion and prioritize appropriately.</li><li>Ensure data integrity and compliance with data governance policies and procedures.</li><li>Serve as a resource for questions within the Marketing team.</li><li>Provide quality service to members, potential members, and coworkers.</li><li>Demonstrate teamwork and professionalism in all interactions with coworkers.</li><li>Promote a professional image of the credit union at all times.</li><li>Perform other duties as assigned.</li></ul><p>What you'll need:</p><ul><li>Bachelor's degree in Marketing, Business Analytics, Finance, Economics, Statistics, Data Science, or a related field.</li><li>Master's degree or coursework in analytics preferred, data visualization, or financial services marketing.</li><li>25 years of experience in marketing analytics, business intelligence, financial marketing, or related roles.</li><li>Experience working in a credit union, bank, or other regulated financial institution is a plus.</li><li>Demonstrated experience analyzing customer/member data, product performance, or campaign metrics</li><li>Excellent verbal communication skills.</li><li>Excellent attention to detail.</li></ul><p>Equal Opportunity Employer/Protected Veterans/Individuals with Disabilities This employer is required to notify all applicants of their rights pursuant to federal employment laws. For further information, please review the Know Your Rights notice from the Department of Labor.</p></div>

<div><h2>Marketing Analyst</h2><p>At Polaris Inc., we have fun doing what we love by driving change and innovation. We empower employees to take on challenging assignments and roles with an elevated level of responsibility in our agile working environment. Our people make us who we are, and we create incredible products and experiences that empower us to THINK OUTSIDE.</p><h3>Position Overview:</h3><p>In this role, you will turn complex marketing and business data into insights that help Polaris' Off-Road Vehicle teams make informed decisions. You will work closely with partners across Marketing, Retail, and Analytics to understand performance throughout the customer journey and highlight opportunities to improve effectiveness and efficiency. You will translate signals from campaigns, audiences, and market activity into clear stories that guide planning and prioritization. This position offers the chance to influence high-visibility marketing decisions and deepen your expertise in analytics within a large, data-driven organization.</p><h3>Key Responsibilities:</h3><p>Analyze marketing performance across channels, campaigns, and audiences to assess impact on business outcomes.</p><p>Connect marketing activity to downstream indicators and provide insight into performance across the customer journey.</p><p>Own standardized reporting in Power BI, Excel, and PowerPoint for key marketing and demand indicators.</p><p>Conduct root cause analysis to diagnose issues surfaced in reporting.</p><p>Develop curated datasets in Snowflake to support demand and marketing performance reporting.</p><p>Translate complex data into clear, actionable insights that inform planning and prioritization.</p><p>Identify trends related to seasonality, product cycles, audiences, and market-level performance.</p><p>Support audience and segmentation analysis to inform targeting, messaging, and experience optimization.</p><p>Partner with teams across Paid Media, Direct Mail, Email, Website Performance, and Dealer Marketing to provide analytical support.</p><p>Collaborate with enterprise data and analytics teams to apply best practices and modern tools.</p><p>Identify opportunities to improve processes and efficiency in marketing analysis.</p><h3>Desired Competencies:</h3><p>Data & Analytical Literacy: You interpret data, metrics, or reporting to inform decisions, identify trends, and measure outcomes relevant to your role.</p><p>Communication: You clearly convey information, ideas, and expectations to diverse audiences, adjusting your message to ensure understanding and alignment.</p><p>Critical Thinking: You analyze information objectively, evaluate options, and apply sound judgment to solve problems and make informed decisions.</p><h3>Qualifications:</h3><p>Bachelor's degree, preferably in a quantitative or scientific field, or equivalent experience.</p><p>Minimum 3 years of experience in an analytics-focused role.</p><p>Experience translating data into insights for non-technical stakeholders.</p><p>Proficiency in Power BI and Google Analytics.</p><p>Expert Excel skills and proficiency in PowerPoint.</p><p>Foundational understanding of SQL, statistical analysis, and marketing measurement concepts.</p><p>Ability to manage multiple priorities in a matrixed environment.</p><p>Strong written and verbal communication skills.</p><p>This position not eligible for sponsorship.</p><p>The starting pay range for Minnesota is $67,000 to $88,000 per year. Individual salaries and positioning within the range are determined through a wide variety of factors including but not limited to education, experience, knowledge, skills, and geography. While individual pay could fall anywhere in the range based on these factors, it is not common to start at the high end or top of the range.</p></div>

<div><h2>Marketing Analyst  Associate</h2><p>Are you curious, data-driven, and excited to turn insights into real impact? Join us as a Marketing Analyst  Associate on our Marketing Automation team and help shape how UPMC Corporate Marketing connects with its members through smart, personalized outreach.</p><p>You'll partner with campaign managers, digital channel specialists, and cross-functional teams to build automated experiences across email, SMS, push, and direct mail. Every day, you'll dive into Salesforce Marketing Cloudusing SQL, Excel, and your analytical mindset to uncover insights, optimize campaigns, and drive meaningful results.</p><p>This hybrid role offers the best of both worlds: the flexibility to work remotely and the in-person collaboration that fuels innovation. If you have a background in IT as well as Marketing and this type of work sounds exciting, look no further and apply today!</p><p><strong>Responsibilities:</strong></p><ol><li>Assist in building and testing campaigns in the marketing automation platform.</li><li>Execute basic workflows and ensure data integrity within lists and segments.</li><li>Document campaign performance and maintain reporting dashboards.</li><li>Collaborate with internal teams to ensure alignment on campaign requirements.</li><li>Maintain compliance with privacy and data handling standards.</li><li>Participate in team meetings and contribute ideas for continuous improvement</li></ol><p><strong>Qualifications:</strong></p><ul><li>Bachelor's degree in marketing, Communications, or related field; associate's degree in data Analytics, Database Management, or Information Technology; or one to two years of marketing automation experience.</li><li>Degree in Statistics or Computer Science is a plus.</li><li>Zero to One year of experience in marketing or automation platforms.</li><li>Familiarity with SQL for querying, data extraction, and troubleshooting within relational databases.</li><li>Intermediate proficiency in Microsoft Excel, including functions such as VLOOKUP/XLOOKUP, pivot tables, and data visualization tools.</li><li>Familiarity with tools such as Salesforce Marketing Cloud, Marketo, or HubSpot preferred.</li><li>Strong attention to detail, organization, and communication skills.</li><li>Licensure, Certifications, and Clearances: Act 34</li><li>UPMC is an Equal Opportunity Employer/Disability/Veteran</li></ul></div>

Calculate Moving Average	SQL	Easy
Predict Customer Churn	Machine Learning	Medium
A/B Test Significance	Statistics	Medium
Optimize Query Performance	SQL	Hard
Feature Importance Analysis	Machine Learning	Medium
Clean Missing Data	Python	Easy
Neural Network Architecture	Deep Learning	Hard
Calculate Cohort Retention	SQL	Medium
Bayesian Probability	Statistics	Easy
Recommend Similar Products	Machine Learning	Hard