WEBVTT

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Hello friend, I wanted to tell you a quick story.

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Last week I sat in front of a job post. It was

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a normal one. Strong SQL, great communication,

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own dashboards and solve product problems. I

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stared at it for a long time. I did not know

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where to start. I almost closed the tab. Then

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I told myself, treat this like a data problem.

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Make a small system. And then I opened a new

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document and I wrote five short steps. I turned

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the job post into a checklist. I made a small

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list of SQL practice tasks. I set up a simple

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way to practice case questions. I wrote six short

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stories from my past work. I put all of this

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into a one week plan. Today I'll give you that

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plan. I call it... the AI interview co -pilot.

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So welcome to Data and AI with Mukundan. Here

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we learn by building small and useful workflows

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that you can use tonight. In this episode I will

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give you a simple interview system. By the end

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you will know what to practice, how to practice

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and how to tell if you are ready. You will also

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hear the exact prompts that you can read to any

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AI tool to help you prepare faster. So why interviews

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feel hard? Interviews feel hard because we try

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to do everything at once. We open too many tabs.

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We collect a lot of notes. We do random questions.

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Then we cannot tell if we are making progress.

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We feel busy but not confident. The goal of this

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episode is to replace that feeling with calm

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steps. We will use a tiny set of prompts to create

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a clear checklist. We will practice tasks that

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match the role. We'll keep a short weekly rhythm.

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We'll keep proof of progress so that our confidence

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grows from evidence, not from hope. What are

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the five parts of this interview, co -pilot?

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So this plan has really five parts. The first

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part is turning the job post into a checklist.

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The second part, it's a small but focused SQL

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practice list. The third part. is just a simple

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way to practice case and product questions. The

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fourth part is building a small bank of behavioral

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stories that are ready in two minutes or less.

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The fifth part is a weekly rhythm that you can

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actually follow. When you put these parts together,

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these five parts together, you have a calm and

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repeatable system. Let's look at part A, which

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is the job post to the checklist. really what

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to study we start with the job post the problem

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with most job post in the data science at least

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space is that they look big and weak we can fix

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that by asking an AI tool to give us a short

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table and a short summary this can really be

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applied to any job post not just anything related

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to data But here's the exact problem that I use

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for any data analysis, data science roles. You

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can read this out loud when you prepare. Here

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it is. Please read this job post. Create a simple

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table with these columns, skill or theme, where

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it appears in the job post. My likely level as

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a guess, how I should study it this week in one

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or two lines and questions I should expect in

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the interview. After the table. write five short

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bullets that explain what this team is really

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hiring for and here is the job post and here

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you paste the text so this is the prompt and

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i will give this prompt as a show note link so

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when you get the table highlight the top five

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skills or themes these will drive your study

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plan for the week when you get the five short

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bullets That becomes your understanding of the

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job. This is the thesis of the role. You now

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know what to practice first. Let's look at now

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part B, which is the SQL practice list, where

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how to build skills fast. Now we make a focused

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SQL practice list. We do not want random questions.

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We just want tasks that match the role. And here's

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the prompt that I use. Please generate 20 SQL

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practice tasks for an e -commerce or app analytics

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setting. Include for each task the task, a short

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hint, and one way to check the result. Focus

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on joins, window functions, conditional sums,

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cohorts, and retention. Use simple tables like

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orders, order ID, user ID, created at, status,

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amount. And then users should have user ID created

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at country. And this is just from my past experience.

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So that's what I'm talking about. And events.

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And so this is another. So we have really three

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tables here. Orders, users, and events. And events

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would have user ID, event time, event name. So

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again, everything will be in the show notes.

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So don't worry about that. And the last bit of

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this prompt is add three harder variations for

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five of the tasks. Now, this is the SQL practice

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prompt. So when you get the list, do five tasks

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on day one. 8 on day 2 and 8 on day 3. Read your

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approach out loud before you type. After you

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write the query, say how you would test it. If

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you form this habit, you will improve quickly

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and you will speak clearly in the interview.

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Now let's look at part C which is the case and

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product practice where you decide, you do and

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then you measure. Now case questions can feel

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scary. Because they're open -ended. We make them

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simple, but we focus on a goal, a small set of

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metrics, and one next action. Here is the problem

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that I use to practice. Please act like an interviewer.

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Run a short case with me. The case is, weekly

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active users are down. Ask me one question at

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a time. Make me clarify the goal. after each

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answer give me a quick score from one to five

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for clarity structure metrics and trade -offs

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at the end give me two gaps to fix and one practice

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task for next time during practice so this was

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the part c prompt but during practice try to

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say one sentence for the goal it could be in

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this case weekly active users are down could

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be something different for the job that you're

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applying right um for example in my case it was

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like our goal is to raise weekly active users

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by five percent in the next four weeks what you

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need to do next from your side is build a small

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metric tree in your head that is acquisition

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activation engagement or retention and ask a

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question to find which part is broken end with

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the next step that you could ship next week keep

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it simple and real let's look at part d which

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is the behavioral story bank we have two minutes

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for numbers first Behavioral answers are easier

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when you have small stories ready. We will write

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six stories. Each story will use the star format.

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Situation, task, action and result. Keep each

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story under two minutes and put numbers in the

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result. Here's the prompt that I use. Please

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help me write six star stories from my experience.

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Map them to these conflicts. Map them to these

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themes. Conflict, ambiguity, failure, leadership

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without title. stakeholder influence and measurable

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impact. Keep each story under two minutes. Put

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the numbers at the start of the result. Add one

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sentence at the end that explains what I would

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improve next time. This was part D prompt. So

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now practice reading one story each day. Aim

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for clear and steady speech. Do not rush. Stop

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when you reach two minutes. In the interview,

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answer the question with the story and then ask

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if they want more detail. Let's look at the final

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part. The weekly rhythm. Part E. We take small

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and steady steps. Now, we place the work into

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one week. This plan assumes that you have about

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90 minutes per day on weekdays. If you have more

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time, that is great. If you have less time, do

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fewer tasks. But keep the rhythm. On Monday,

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turn the job post into a checklist for one hour

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then do five sequel tasks for 30 minutes on tuesday

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do eight sequel tasks for 45 minutes then do

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one short case for 30 minutes then improve one

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story for 15 minutes on wednesday do eight sequel

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tasks for 45 minutes and then do one short case

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for 30 minutes then write one short stakeholder

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email for 15 Where you explain a metric change

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in clear language. On Thursday, run a light mock

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day. Do a 20 -minute mini case. Do 15 minutes

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of SQL out loud without typing first. Do 10 minutes

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of behavioral stories. On Friday, do a light

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review. Do 3 -5 SQL tasks for 20 minutes. Write

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down one lesson you learned this week. On Saturday,

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look at your notes and update next week's plan.

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On Sunday, just rest. See, this rhythm works

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because it is small and steady. It lets your

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brain learn and rest. It builds skill and confidence

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at the same time. If you want to look at some

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proof of progress, here it is, right? Some confidence

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from evidence. I want you to keep a short proof

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document each week. Now, it can live in a simple

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note. Write down your SQL accuracy. The most

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common mistake that you made and one fix that

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you will try next week. Write down your case

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scores and one thing that you will practice next

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time. Keep your six stories and update the ones

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that feel weak. This document becomes your proof.

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It kills the feeling of guessing. When you read

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it, you will see your progress and you will feel

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calm. I will now walk you through a short live

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demo. I will speak in full sentences so that

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you can copy the style later. I will say, I am

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pasting a job post now. Please create a simple

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table with the columns we discussed earlier.

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Then write five bullets that explain what this

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team is really hiring for. After I get the table,

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I will read it out loud. I will say, I can see

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that the themes are attention, dashboards, SQL

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depth, and stakeholder communication. My study

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plan will focus on these. I will practice cohort

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analysis and conditional aggregation. I will

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rehearse one story on fixing a data quality issue.

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I will write one example of a stakeholder email.

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Then I'll look at the five bullets. I'll say

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the team wants someone who can untangle messy

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reporting and explain data clearly and make good

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decisions with broad partners. See, now I know

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the role's thesis. This gives me focus. This

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was for the part one, which is job post to checklist.

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Live demo to the sequel practice list now. I

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will ask for 20 sequel tasks with hints and checks

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I'll say please create tasks for orders users

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and events include joins window functions and

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retention Please add hints and one way to check

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the result Then I will pick one task and think

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it out loud. I will say the task for five countries

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top five countries by seven day rolling revenue

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excluding the one excluding refunds my plan is

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to filter out refunded orders group by country

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and date and then use a window function to compute

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a seven day rolling sum i will then take the

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top five by the latest date to test my result

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i will run a small sample for one country and

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one date range and i will check if the rolling

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sum equals the sum of the last seven days i will

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do this for two to three tasks i'll keep my speed

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slow and clear I'll build the habit of stating

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the plan before I enter code. This habit pays

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off in the interview. Now live demo 3 for part

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3 which is case practice. Now I will run a small

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case. I will say please act like an interviewer.

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The case is that weekly active users are down.

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Please ask me one question at a time. Now when

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the interviewer asks the first question, I will

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start with the goal. I will say our goal is to

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increase weekly active users by 5 % in the next

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month. Then I'll choose one part to explore,

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such as activation. I'll ask for data to compare

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activation rates by cohort. If activation is

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weak, I will propose one next step. I will say

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I propose a guided first run checklist that helps

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new users reach value in the first session. We

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will measure success by an increase in week one

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retention for the new user cohort. At the end,

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I will listen to my scores. and my gaps i'll

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write down one thing to practice next time i'll

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keep my proof document up to date so part 4 live

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demo regarding behavioral stories now i'll practice

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one story i'll say i'll share a short story about

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improving reporting accuracy and then i'll speak

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in a star format i'll say the situation was that

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our weekly revenue report did not match the source

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the task was to find the cause and fix it quickly

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My actions were to trace the data pipeline, find

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null campaign fields, align definitions across

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tools, and publish a short QA checklist. The

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result was a 2 % improvement in accuracy and

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about $2 million per month correctly attributed.

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If I did it again, I would involve the marketing

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team earlier so that we could fix the campaign

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field sooner. I will stop after 2 minutes, and

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then I will ask, would you like more details

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on the checklist or the pipeline? This shows

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that I respect time and that I can go deeper

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when asked. How to know you're ready? You will

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know you are ready when your SQL accuracy improves

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and your common mistakes shrink. You'll know

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when you are ready when you can say your approach

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before you type. You will know you're ready when

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in case when you choose a goal. When you choose

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a goal pick a metric and propose one next step

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with a clear reason. You'll know you're ready

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when each story takes 2 minutes and starts with

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numbers. You'll also feel calmer because you

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will have a short proof document that shows your

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progress. Here are some common mistakes to avoid.

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Please avoid memorizing answers because instead

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just learn the way to think. Avoid random practice.

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Tie your practice to the role. And definitely

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do not skip tests for your sequel. Please do

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not tell long stories without numbers. definitely

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do not try to cover everything in one week keep

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your plan small and steady he has a simple Q

00:15:43.940 --> 00:15:46.600
&A that you can ask the interviewer as well and

00:15:46.600 --> 00:15:48.519
they ask if you have any questions you can ask

00:15:48.519 --> 00:15:51.200
simple and strong questions you can ask what

00:15:51.200 --> 00:15:53.279
weekly dashboard does your team look at most

00:15:53.279 --> 00:15:56.399
you can ask where does your data accuracy get

00:15:56.399 --> 00:15:58.679
challenged the most what decision you would like

00:15:58.679 --> 00:16:02.220
to make faster with better analytics and then

00:16:02.830 --> 00:16:05.149
You can ask, if I over -delivered in 90 days,

00:16:05.250 --> 00:16:08.110
what changed for the team? These questions show

00:16:08.110 --> 00:16:11.169
care, clarity, and ownership. So, here's a simple

00:16:11.169 --> 00:16:14.450
call to action. If this helped you try the five

00:16:14.450 --> 00:16:18.110
parts this week. Turn one job post into a checklist,

00:16:18.370 --> 00:16:21.649
do five SQL tasks today, run one shortcase tomorrow,

00:16:21.929 --> 00:16:25.889
read one story the next day. Keep a small proof

00:16:25.889 --> 00:16:29.230
document. If you want me to break down your actual

00:16:29.230 --> 00:16:32.509
job post on a future episode, send it to me.

00:16:33.649 --> 00:16:36.149
I'll pick one and walk through it step by step.

00:16:36.509 --> 00:16:38.870
Before you go, I want to take this time to thank

00:16:38.870 --> 00:16:41.509
my affiliate partners, Riverside FM, which I

00:16:41.509 --> 00:16:45.330
use for recording my podcast with its amazing

00:16:45.330 --> 00:16:48.669
AI editing features where I can edit my podcast

00:16:48.669 --> 00:16:51.929
and remove any kind of cider .ai for any research

00:16:51.929 --> 00:16:55.309
I wanted to do with the topics I want to talk

00:16:55.309 --> 00:16:58.730
about. And of course, my podcast hosting platform,

00:16:58.970 --> 00:17:03.769
RSS. where i host my podcast and distribute it

00:17:03.769 --> 00:17:07.049
to multiple channels and using their dynamic

00:17:07.049 --> 00:17:09.650
ads feature anybody can get paid if you just

00:17:09.650 --> 00:17:12.490
have 10 downloads a month so just 10 downloads

00:17:12.490 --> 00:17:15.150
a month is all you need to start making money

00:17:15.150 --> 00:17:17.349
thank you but if this helped you try the five

00:17:17.349 --> 00:17:20.069
parts this week turn one job post into a checklist

00:17:20.069 --> 00:17:24.130
do five sql tasks today run one shortcase tomorrow

00:17:24.130 --> 00:17:28.250
read one story the next day keep a small proof

00:17:28.250 --> 00:17:30.890
document If you want me to break down your actual

00:17:30.890 --> 00:17:33.009
job post on a future episode, send it to me.

00:17:33.849 --> 00:17:35.849
And I'll pick one and walk through it step by

00:17:35.849 --> 00:17:38.390
step. Thank you for spending this time with me.

00:17:38.450 --> 00:17:41.109
I hope this simple plan helps you feel calm and

00:17:41.109 --> 00:17:44.390
prepared. You do not need a huge system. You

00:17:44.390 --> 00:17:47.029
just need a small steady rhythm. You can do this.

00:17:47.109 --> 00:17:50.549
This is the AI interview co -pilot. I'll see

00:17:50.549 --> 00:17:51.150
you in the next episode.
