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I have a rich set of customer data and need it transformed into clear, actionable recommendations that directly guide our day-to-day decision-making. The task goes beyond describing what has happened; I expect you to model multiple scenarios, determine the best course of action for each, and spell out the expected impact on revenue, churn, and overall customer satisfaction. You are free to work in Python, R, or any other modern analytics environment as long as your code is reproducible and well-documented. SQL access to the source tables can be arranged if you prefer to build your own extracts. Deliverables: • Cleaned, well-structured dataset (or repeatable script that produces it) • A transparent prescriptive model with commentary on assumptions and limitations • A concise report or slide deck that summarizes recommended actions, expected outcomes, and confidence levels • Optional interactive dashboard is welcome if it speeds stakeholder comprehension Acceptance criteria: results must be replicable on my side, recommendations must map to clearly identified customer segments, and every suggestion should include a metric showing how it improves decision quality compared with current practice. If that sounds straightforward, let’s get started.
Project ID: 40449820
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74 freelancers are bidding on average $136 USD for this job

Hi there, Glane here. I can help build a complete prescriptive analytics solution using R and MySQL to transform your customer data into actionable business recommendations that directly support operational and strategic decision-making. The project would include extracting and structuring data from MySQL, building a fully reproducible data-cleaning and feature-engineering pipeline in R, and developing transparent statistical and machine learning models to evaluate multiple customer scenarios, predict outcomes such as revenue growth, churn risk, and customer satisfaction, and recommend the best course of action for each segment. I can also incorporate customer segmentation, uplift/prescriptive modeling, scenario simulations, and explainable AI techniques so stakeholders clearly understand why each recommendation is being made and the expected business impact. Deliverables will include clean reproducible code, documented assumptions and limitations, performance metrics comparing recommendations against current practices, and a concise report or dashboard summarizing insights, confidence levels, and prioritized actions for decision-makers.
$120 USD in 3 days
6.5
6.5

Hi there, I’ve read your goal to turn rich customer data into actionable prescriptive insights and I’m confident I can model scenarios and map actions to measurable outcomes. I’d approach this with a transparent data pipeline and a decision-centric model using reproducible Python or SQL extracts, with clear assumptions and limitations. The deliverables will include a clean dataset or repeatable script, a prescriptive model with scenario comparisons and impact metrics on revenue, churn, and satisfaction, and a concise report. I’ll tailor the outputs to yoursegments and provide a simple dashboard option to speed stakeholder understanding, with a defined timeline. Best regards,
$155 USD in 19 days
5.9
5.9

I'm a data scientist experienced in customer analytics and prescriptive modeling. I'll clean your dataset, build a transparent scenario-based model segmenting customers by behavior and value, and deliver clear recommendations directly tied to revenue, churn, and satisfaction metrics — each with documented assumptions and confidence levels. Deliverables include reproducible Python/R code, a concise report or slide deck, and an optional interactive dashboard for stakeholder use. Every recommendation benchmarked against your current practice. Ready to start immediately.
$100 USD in 7 days
6.0
6.0

Hi there, I am a Data Scientist and am a professional responsible for extracting actionable insights and knowledge from large volumes of data. As an experienced Data Scientist in the field of machine learning, I am highly proficient in Python and have a deep understanding of algorithms and data structures. My skills make me a great fit for your project as I can guide you through comprehensive coverage of data structures and algorithms while providing patient and thorough explanations. I have over 12-plus years of experience with Python Library Pandas, Karas, TensorFlow, NumPy, PyCharm, Py torch, Open CV, NLP, and others. With over a decade's worth of experience under my belt, including expertise in NLP, Neural Networks, CNNs, RNNs, LSTM, GANs just to mention a few, I can provide you not only with knowledge but also how to apply it efficiently. Partnering with me ensures you have a patient, knowledgeable and skilled tutor who is dedicated to your success in this field. My top priority is to provide a high quality of work, https://www.freelancer.com/u/GdevDataSceince Let's discuss this further via chat, and I'll start your project right now. Thanks Gdev
$140 USD in 7 days
5.8
5.8

Hello, I’m excited to help transform your rich customer data into prescriptive, action-ready guidance. I’ll build a transparent, repeatable workflow that cleans and structures the dataset, then delivers a prescriptive model that maps customer segments to concrete actions with estimated impacts on revenue, churn, and satisfaction. You’ll receive multiple scenario analyses (baseline, near-term pivots, and long-term shifts) with clear decision recommendations and confidence levels. Deliverables include: a clean, reproducible dataset or script; a documented model with assumptions and limitations; a concise report or slide deck highlighting recommended actions, expected outcomes, and impact metrics; and an optional interactive dashboard to speed stakeholder understanding. The approach will be tool-agnostic (Python, R, or SQL-based), with reproducible code and well-commented pipelines so your team can run everything end-to-end. All recommendations will be explicitly linked to customer segments and include a metric that shows how each decision improves decision quality relative to current practice.
$140 USD in 7 days
5.8
5.8

Hi, I am a data science and analytics specialist with 8 years of rich experience with a background in Python, SQL, R, statistics, data visualization, and prescriptive analytics. For this project, the most important part is turning customer data into clear actions that improve revenue, churn, and customer satisfaction, not just creating basic reports. I can clean and structure the data, build reproducible models, identify customer segments, test multiple scenarios, and deliver a concise report or dashboard with recommended actions, expected impact, confidence levels, and clear assumptions. I'm an individual freelancer and can work on any time zone you want. Please contact me with the best time for you to have a quick chat. Looking forward to discussing more details. Thanks. Emile.
$250 USD in 7 days
5.3
5.3

I can help you bridge the gap between descriptive analysis and executive action. I will focus on building a robust prescriptive framework in Python or SQL that utilizes causal inference and uplift modeling to simulate how specific interventions—such as targeted offers or product changes—directly impact your churn and revenue metrics. I’ll provide a clean, reproducible pipeline and a decision-impact matrix that maps every recommendation to a specific customer segment, comparing expected outcomes against your current baseline with clear confidence levels. This ensures your day-to-day decisions are driven by quantified trade-offs and simulated scenarios rather than historical observation alone.
$250 USD in 7 days
5.5
5.5

Hi, As per my understanding: You need a prescriptive analytics solution that transforms raw customer data into actionable business decisions by identifying customer segments, modeling multiple scenarios, and recommending optimized actions with measurable impact on revenue, churn reduction, and customer satisfaction. The focus is not only on insights but on building a transparent, reproducible decision-support framework that stakeholders can confidently use in day-to-day operations. Implementation approach: I will build a structured analytics pipeline using Python or R with reproducible workflows for data cleaning, feature engineering, segmentation, predictive modeling, and prescriptive recommendation generation. The solution will include scenario simulation and optimization logic to evaluate different business actions and estimate expected outcomes with confidence levels. I’ll document all assumptions, limitations, and methodologies clearly while producing stakeholder-friendly reports or dashboards that connect recommendations directly to measurable KPIs. If required, I can also integrate SQL-based extraction pipelines and interactive dashboards for easier operational use and executive reporting. A few quick questions: What type of customer data is currently available (transactions, engagement, support, subscriptions, etc.)? Which business KPIs are the highest priority: churn reduction, revenue growth, retention, or customer satisfaction?
$98 USD in 5 days
5.2
5.2

I have a PhD in statistics with vast experience in studying data and running various datasets running R. I can derive all attiributes that olay role in customer related aspects that answers to questions on how to run and develop the business further day to day basis and generated a predictive model to answer how the customer behave under the predefi Ed scenerios.
$250 USD in 7 days
5.5
5.5

I have experience working on end-to-end analytics and prescriptive modeling projects where raw customer data is transformed into actionable business recommendations using Python, SQL, and modern data science workflows. For your project, I can start by structuring and cleaning your dataset, followed by building reproducible analysis pipelines that segment customers based on behavior, value, and churn risk. From there, I can develop scenario-based models that evaluate different strategic decisions and quantify their impact on revenue, retention, and customer satisfaction, ensuring every recommendation is backed by measurable outcomes. The final delivery can include fully reproducible code, a transparent modeling approach with documented assumptions, and a concise report or dashboard that clearly shows which actions to take for each customer segment along with expected business impact and confidence levels.
$140 USD in 7 days
4.7
4.7

Hi, I’m Juan Pablo. I specialize in turning raw customer data into clear, prescriptive actions that improve revenue, retention and satisfaction. Your project goes beyond analytics—it requires scenario modeling, segment‑level recommendations and measurable impact. I work with patterns in prescriptive analytics and customer segmentation. I can build a reproducible pipeline (Python or R) that cleans and structures your dataset, models multiple decision scenarios, and quantifies expected changes in churn, revenue lift and satisfaction. Each recommendation will map to a specific customer segment and include confidence levels plus a comparison against current decision quality. Deliverables include a transparent model with documented assumptions, a repeatable data‑prep script, and a concise report or slide deck summarizing actions, expected outcomes and trade‑offs. If helpful, I can add an interactive dashboard to speed stakeholder understanding. If you want prescriptive insights that translate directly into daily decisions and measurable improvements, I’m ready to start.
$200 USD in 7 days
4.6
4.6

Hello dear, Greetings from MD. Toriqul Islam! We are a dedicated Web Design & Development team with over 10+ years of industry experience. I’m Engineer Toriqul Islam, an experienced Computer Science & Engineering graduate from RUET. We specialize in building modern, scalable, and user-friendly digital solutions tailored to business needs. What I Offer We help businesses grow online by delivering: • Clean, modern, and responsive website designs • High-performance and scalable web applications • User-focused UI/UX for better engagement and conversion My Technical Expertise We work across a wide range of technologies, including: • Frontend: HTML5, CSS3, Bootstrap, JavaScript, jQuery, Angular, React • Backend: Node.js, PHP, Laravel, .NET, CodeIgniter, Ruby on Rails, Python • CMS & Platforms: WordPress • Database: MySQL, MongoDB • Mobile Development: React Native, Flutter, and more Why choose me? ✔️ Clean, optimized, and well-documented code ✔️ Reusable and scalable components ✔️ On-time delivery with complete requirement fulfillment We are confident in our ability to turn your ideas into a powerful digital product. Let’s discuss your project and make it a success. Looking forward to working with you! Best Regards, Md. Toriqul Islam
$56 USD in 2 days
4.8
4.8

Hi there, I am A.R.M. MASUD, with a strong Data Science background. As a Python developer, I have extensive experience building robust, scalable, and efficient solutions that address various business needs. I understand the importance of delivering high-quality, well-architected code, and I am committed to working closely with you to ensure this project's success. I implement core functionality using Python, utilizing relevant libraries and frameworks such as Pandas, NumPy, GUI, SciPy, Matplotlib, Seaborn, Plotly, Scikit-learn, TensorFlow, Keras, PyTorch, spaCy, Flask, Django, FastAPI, OpenCV, and Jupyter. I am a professional responsible for extracting actionable insights and knowledge from large volumes of data through Machine Learning models, including CNNs, RNNs, LSTMs, GANs, Transformers, FNNs, ANNs, and DNNs. I conduct comprehensive unit, integration, and performance testing to ensure the solution is error-free and optimized. https://www.freelancer.com/u/MZITSERVICES I appreciate the opportunity to submit this proposal and am excited about the possibility of working with you to bring your project to life. Thanks A.R.M MASUD
$100 USD in 7 days
4.7
4.7

Hi, I’m excited about the opportunity to transform your rich customer data into actionable, prescriptive insights that directly inform your decision-making. With extensive experience in data science and statistical modeling using Python and R, I specialize in creating reproducible, well-documented data workflows and predictive models tailored to business needs. I will clean and structure your dataset or provide a script for seamless reproduction, model multiple scenarios, and deliver clear, transparent recommendations with detailed commentary on assumptions and expected impacts such as revenue growth, customer churn reduction, and satisfaction improvement. I propose delivering a concise report or slide deck summarizing actionable insights alongside confidence metrics, and if desired, an interactive dashboard to aid stakeholder comprehension. I’m confident we can establish metrics that demonstrate tangible decision-quality improvements relative to current practices. Let’s discuss the timeline so I can start outlining the approach. What are the primary customer segments or variables you prioritize for tailored recommendations in your current data? Best regards,
$155 USD in 19 days
4.2
4.2

Hi, this is exactly the kind of analytics work I enjoy—turning messy customer data into concrete, prescriptive decisions rather than just dashboards. I’d start by building a reproducible pipeline (Python + SQL or your preferred stack) that cleans and structures the data into clear customer segments, then design scenario models that test different actions on revenue, churn and satisfaction, with explicit assumptions and limitations. From there I’d produce a concise report or slide deck that spells out “do X for segment Y, expect ≈Z% lift vs current practice,” including confidence levels and comparison to your existing decision rules, and optionally wrap the outputs in a lightweight interactive view to help stakeholders explore scenarios. All code, from data prep to modeling, would be documented so you can rerun everything on your side.
$100 USD in 7 days
4.3
4.3

Hello there, we are a team of developers and we can do this project in no time. Thanks Ashish Kumar.
$140 USD in 7 days
4.5
4.5

⚠️ If you're not happy, you don’t pay. ⚠️ Hi there, Thank you for sharing your detailed project brief. I can transform your rich customer data into actionable recommendations using Python or R, ensuring reproducible and well-documented code for transparency. I will deliver: • Cleaned, structured dataset or script • Prescriptive model with commentary • Concise report with recommended actions • Optional interactive dashboard for stakeholder comprehension You will also receive: • Guide on replicating results • Documentation for clear understanding • Support for implementing suggestions I am confident I can execute your vision professionally and efficiently. Looking forward to discussing timeline and next steps. Best regards, Chirag.
$200 USD in 7 days
3.8
3.8

Leveraging my diverse skill set in backend & full-stack development, Excel automation, API integration, and database development, I am confidently able to handle all aspects of your project. I've spent a considerable part of my career working with large datasets and have successfully built and implemented complex data models that were instrumental in guiding key business decisions. Drawing from this experience, I'm keenly aware of the necessity for clean, well-structured data that can accommodate different scenarios for comprehensive analysis - an area where Python has served me proficiently time and again. Moreover, being a full-stack developer also gives me a unique advantage in terms of creating a seamless end-to-end system - from data extraction using SQL to modeling scenarios using Python or R, presenting actionable insights through a concise report or even an interactive dashboard. This approach not only makes the process more replicable for you but also ensures precise data mapping to customer segments and a metric-driven evaluation aligning with your specific business goals. Finally, as emphasized by some of my 20+ verified client reviews, I consistently deliver on-time and beyond expectations. Reputation matters to me; hence each project is approached with a meticulous eye set on delivering replicable results that can tangibly improve decision quality. Trust me when I say that with 5+ years in the industry, no request is big or too complex!
$100 USD in 1 day
3.8
3.8

Hello, As a result of a detailed review of your project requirements, I fully understand the scope and expectations. I have experience turning customer datasets into actionable recommendations through segmentation, scenario modeling, and prescriptive analytics, and I'm available to start your project right now. I bring strong expertise in Python, SQL, Statistics, Data Science, Data Analysis, Data Visualization, R, and Statistical Analysis with over 10 years of experience. For this project, the key is building a reproducible workflow that cleans the data, identifies meaningful customer segments, models revenue/churn/satisfaction scenarios, and translates the results into clear business actions. I can deliver a documented script or cleaned dataset, a transparent model with assumptions and limitations, and a concise report or slide deck showing recommended actions, expected impact, and confidence levels. I have a couple of quick questions. • What type of customer data is available: transactions, engagement, support tickets, surveys, or churn history? • Do you already have baseline KPIs for revenue, churn, and satisfaction to compare against? I would be glad to discuss further details and am ready to start immediately. Looking forward to hearing from you. Best regards, Carlos
$30 USD in 2 days
3.7
3.7

Dear Sir, I am thrilled to bid your project. I can transform your customer data into clear, practical recommendations that help guide daily decisions around revenue growth, churn reduction, and customer satisfaction. I have experience with Python, SQL, customer segmentation, predictive analytics, scenario modeling, churn analysis, revenue impact estimation, and business-focused reporting. My approach will be systematic: first clean and structure the dataset, then identify meaningful customer segments, model different action scenarios, compare expected outcomes, and recommend the best course of action for each group. I will keep the model transparent, with clear assumptions, limitations, confidence levels, and measurable impact metrics so your team can trust and reproduce the results. Deliverables will include a repeatable cleaning/modeling script, a structured dataset, a concise report or slide deck, and an optional dashboard if it helps stakeholders understand the insights faster. I will focus on recommendations that are not just descriptive, but prescriptive and directly tied to business actions. One simple but crucial question: is your main priority increasing revenue, reducing churn, improving satisfaction, or balancing all three with weighted importance? Sincerely, Adison.
$140 USD in 7 days
3.5
3.5

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