AdTech Data Analysis & Experimentation Task (SQL + Python + Data Visualization) -- 2

@ameenulhaq66

Hi Aditya, Thank you for considering my proposal. With over 8 years of real-world experience and freelance work in Presentations, I am well-equipped to assist you with this project. I have carefully reviewed the project requirements and am eager to collaborate with you on this task. I would like to connect with you in chat to further discuss the details of your project and how I can contribute to its success. Regards,

@brayanstiven5

Hi Aditya J.. I am very excited with your project because I have completed similar project recently. The skills required for your project are my main specialty. I can handle this perfectly and have abundent experiences. Please confirm that I am one of the best fits for you and drop me a message for further discussion. Thanks and Best Regards. Brayan Stiven A.

@CreativeDesign50

I'm interested in your project, Message me so we can discuss details further. We went through your project description and it seems like our team is a great fit for this job. We are an expert team which have many years of experience on Python, Data Processing, SQL, Machine Learning (ML), Presentations, Data Science, Data Visualization, Data Analysis, Predictive Analytics Please come over chat and discuss your requirement in a detailed way. Thank You

@jhonrela

Hi, I have a solid background in Data Analysis and Data Science, particularly in AdTech and performance analytics. I am confident in my ability to analyze the impression-level dataset you provided and extract valuable insights that will guide your conversion prediction use case. With my experience, I will utilize SQL to calculate the Installs per Mille (IPM) per country and identify the top-performing segments while performing a thorough risk assessment of scaling budgets on demand apps. For feature definition, I will propose three contextual and three behavioral features, explaining their relevance to your objectives. To ensure clarity for your audience, I will create visualizations that succinctly present the relationship between features and conversion rates. All findings and code will be delivered in a Jupyter Notebook, along with thorough written explanations. I estimate this task will take around 3–4 hours, and I'm ready to start immediately.

@wilfrednjorog

Hi, I'm excited about the opportunity to assist with your AdTech data analysis task. With a solid background in data analytics and experience in SQL and Python, I can quickly deliver insightful analyses on the impression-level dataset. I will calculate IPM, assess performance risks, and define effective features for your conversion prediction model. Additionally, I will provide clear visualizations and explanations tailored for your non-technical stakeholders. Best regards,

@annearcana

This task fits perfectly with the kind of analytical work I do regularly: turning raw event-level data into clear, decision-ready insights for non-technical stakeholders. I work extensively with SQL and Python (pandas, matplotlib) for performance analysis, feature engineering, and explaining model-related risks such as leakage, bias, and instability in a practical way. For your dataset, I will: • use SQL to calculate IPM per country and identify the strongest segments • assess performance risks and scaling limitations from a data perspective (bias, variance, stability) • define 3 contextual and 3 behavioural features suitable for conversion prediction, with clear reasoning • provide Python code to engineer these features safely • create one presentation-ready visual that clearly links features to conversion rate for a Head of Product audience Delivery will be a clean Jupyter Notebook with code, explanations, and the final visual — no raw data included. This is a focused 3–4 hour task for me and I can deliver within 24 hours of receiving the dataset.

@haseebsidd07

Hey , I just went through the project description, and I see you are looking for someone experienced in Presentations, Data Science, Data Processing, Machine Learning (ML), Data Analysis, SQL, Python, Predictive Analytics and Data Visualization. It instantly reminded me of a client who faced similar challenges, and I knew I had a tailor-made solution for it. Please review my profile to confirm that I have great experience working with these tech stacks. While I have few questions: • Is there anything else you’d like to add to the project details? • What’s the top hurdle you’re facing with this project? • What is the timeline to get this done? Why Choose Me? 250+ Projects. 5 Years. Zero Misses. My reputation is built on a single metric: Flawless Execution. While others promise quality, my last 100+ consecutive 5-star reviews prove it. I don’t just finish the job; I set the standard. Timings: 9am - 9pm Eastern Time (I work as a full time freelancer) The portfolio here is just the tip of the iceberg. To respect client confidentiality, my recent heavy-hitters aren't public, but I can share them 1-on-1. Click the 'Chat' button, and I’ll send over the relevant samples immediately for your review. Regards, Abdul Haseeb Siddiqui.

@Ankurhardia34

Hello, I’m Ankur, a freelance developer with a dedicated team of professionals. I read all your requirements for data-analysis and I assure you that I will provide high-quality work at the proper time. Additionally, we also provide you 3 months of support from our side. As a Full Stack Developer, I specialize in Web and App Development, boasting a portfolio of stunning projects with top-notch UI/UX design. My expertise spans Flutter (for both Android and iOS), PHP, and WordPress, and I bring over 7 years of experience to the table. Whether it’s websites, applications, or e-commerce platforms, I’ve got you covered. But I’m not limited to just coding. My skill set extends to graphic design and logo creation, offering you a one-stop solution for all your project needs. With a track record of over 500 completed projects, I am committed to delivering nothing short of excellence. My ultimate goal is your complete satisfaction. Thank you for considering me for your project. I’m ready to transform your vision into a reality that stands out in today’s competitive landscape. Best Regards, Ankur Hardiya

@CreativeVWriter

Hi Aditya, I have carefully reviewed your project requirements and I am confident in my ability to deliver exceptional results for your AdTech Data Analysis & Experimentation Task. My approach involves conducting in-depth SQL-based analysis to calculate IPM per country, identifying top-performing segments, assessing performance and risks, defining features for conversion prediction, and creating visually appealing charts for non-technical stakeholders. With over 3 years of experience in Python and data analysis, I am well-equipped to handle the complexities of this project efficiently. I am excited about the opportunity to collaborate and refine the details further. I am looking forward to discussing the project with you and answering any questions you may have. Best Regards, Ghulman

@draganm59

Having been immersed in the world of data for over a decade, I am uniquely positioned to meet your needs for this particular AdTech task. Not only do I possess a deep understanding of SQL and Python – the foundational tools to excel here – but my track record includes projects that required me to extract insights, define features, and perform risk analysis on large datasets. This includes routines room hunting sites, CMSs, and IoT devices. To fulfill the project's requirements, I will meticulously use SQL to calculate IPM per country, identify top-performing segments, and assess risks while also emphasizing any biases or limitations present in the data. Next up, I’ll showcase my Python skills by defining each contextual feature and behavioral feature with great care – ensuring there's no leakage, bias or instability. My data visualization expertise will also come into play as I create a compelling chart that demonstrates the relationship between contextual and behavioral features with the conversion rate. This will be aimed at non-technical stakeholders yet retain enough depth to convey valuable insights clearly. Lastly, you can trust me to deliver a slick notebook or ZIP file that contains comprehensive explanations edge towards Head of Product perspective – all while keeping your data secure at all times.

@WishingBell

Hi, I’ve carefully reviewed your AdTech data analysis task and am confident in delivering actionable insights from your impression-level dataset. With hands-on experience in AdTech analytics, SQL-driven data extraction, Python-based feature engineering, and crafting clear visual stories for non-technical audiences, I understand how to bridge data and product strategy effectively. I will calculate IPM across countries, pinpoint top segments, and assess risks associated with scaling budgets while addressing potential biases and data stability. I’m familiar with designing contextual and behavioral features that fuel conversion prediction models, alongside thoughtful risk mitigation around leakage and bias. The final deliverable will include a Jupyter Notebook with well-commented code, concise explanations, and a presentation-ready visualization that connects key features to conversion rates. I expect to complete this within 3-4 hours, ensuring timely and thorough delivery. Could you clarify if there are any specific platforms or campaigns within the dataset that you want prioritized in the analysis? Thanks, Andrew

@zaheermoe

Hi there, I am Zaheer Mahomed, and I am excited to offer my expertise as a Data Analyst / Data Scientist for your AdTech and performance analytics project. With experience in SQL-based analysis, feature engineering, and data visualization, I am well-equipped to extract insights, assess performance, and define features for the conversion prediction use case. To show initiative, I propose creating an interactive dashboard for stakeholders to explore key metrics in real-time. Let's discuss how I can help you meet your project goals. I am available to start immediately. Best, Zaheer

@charondaj

Hello Aditya J., I am excited to submit my proposal for your AdTech Data Analysis & Experimentation Task. Understanding the intricate dynamics of AdTech and performance analytics, I am well-equipped to deliver the insights and analysis you require from your dataset. With a solid background in Python, SQL, and data visualization, I have successfully executed similar projects that involved detailed data assessments and feature engineering. For this project, I will begin by performing a comprehensive SQL-based analysis to calculate IPM per country and identify top-performing segments. This will provide a foundational understanding of your dataset’s monetization performance. Additionally, I will conduct a performance and risk analysis to evaluate the potential impacts of budget scaling on high-demand apps, addressing any biases or data limitations that may arise. In terms of feature definition for conversion prediction, I will propose three contextual and three behavioral features, backed by my experience in predictive analytics. I will write Python code to generate these features while discussing any potential risks such as data leakage or bias, ensuring transparency in the analysis process. Finally, I will create a presentation-ready chart that illustrates the relationship between a contextual and a behavioral feature with the conversion rate, tailored for a non-technical audience. This will be delivered in a Jupyter Notebook or ZIP file, complete with detailed explanations. I look forward to the opportunity to leverage my expertise to deliver actionable insights for your project. Thank you for considering my proposal. Best regards, [Your Name]

@limwellv

I have a solid 4+ Years experience in IT with Specialization in Data engineering within Banking, Finance and Insurance industries

@Ashoksahu001

With my extensive experience as a Full-Stack Developer, specializing in Data Science and Analytics, I would be an excellent fit for your AdTech Data Analysis & Experimentation Task. Over the past 12 years, I have honed my skills in Python, SQL, Machine Learning (ML), and Data Visualization, which directly address your project requirements. I believe in delivering not only visually appealing but also data-rich results, making me well-suited for creating presentation-ready charts to illustrate the impact of contextual and behavioral features on conversion rates. All in all, I am eager to utilize my diverse expertise to ensure a thorough yet concise delivery meeting your project specifications. Let's embark on this analytical journey together!

@Danzy262

I can deliver your AdTech analysis in 3-4 hours with clear, actionable insights for your Head of Product. Quick question: Do you have any known issues with the data quality or specific countries you're focused on? What you'll get: SQL Analysis - Country-level IPM calculations with top-performing segments identified Scaling Risk Assessment - Budget concentration risks, stability flags, and sample size warnings 6 Conversion Features - 3 contextual (geo, device, time-of-day) + 3 behavioral (engagement patterns, session depth) with clear rationale Python Code - Clean feature engineering with leakage/bias safeguards documented Executive Visual - One polished chart showing feature impact on conversion rates My offer since I'm building my Freelancer profile: I'll complete the SQL analysis first (₹800, ~90 minutes) so you can verify quality before committing to the full project. I've worked with impression-level datasets and understand conversion modeling challenges. Jupyter notebook will be well-documented and presentation-ready. Available to start today. What does the timeline look like on your end?