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I have a raw dataset sitting in several Excel/CSV files and I need a clear, well-structured descriptive analysis of it. The core of the job is to tidy the data, explore it, and then tell the story it contains through concise statistics and intuitive visuals. Because my timeline is flexible, you can take the time you need to dig in, iterate, and present findings that are genuinely insightful rather than rushed. Here is what I’m expecting: • A cleaned, well-documented version of the original files (keep the original structure intact in a separate tab or file for reference). • Summary statistics that highlight central tendencies, variability, and any patterns worth noting. • Visualization assets—charts, heat maps, pivot-style tables, or a lightweight dashboard—delivered in a format I can open directly in Excel or view in a browser. • A short, plain-language report (PDF or DOCX) explaining the key takeaways and how you arrived at them. Code notebooks (Python/pandas or R/tidyverse) are welcome if that’s the path you take. The source data will be provided as soon as we start, and I’m happy to answer domain-specific questions along the way. Accuracy and clarity are more important to me than speed, so feel free to propose an approach that lets you work carefully and document your process.
Project ID: 40680175
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30 freelancers are bidding on average ₹1,198 INR/hour for this job

Hello there, I am a Data Analyst by practice, and with appropriate statistical software, I can help you uncover insights from your data. I run both quantitative and qualitative analyses professionally; I use MS Excel, SPSS, Stata, R, EVIEWS, NVIVO, Tableau, Power BI, and Jamovi, providing reports with visualizations, tables, and charts to support the analysis and enhance comprehension. Please get in touch so we can proceed with the project.
₹1,250 INR in 40 days
6.8
6.8

Your Project, Delivered – Research, Writing, Data Analysis, or Design, Handled with Precision Hello, I'm John K. — MSc Economics & Statistician with 15+ years and 1,000+ projects (4.9⭐). I specialize in academic writing, data analysis, document formatting, and business content. You have a project that needs a skilled, reliable professional. Whether it's research, writing, data analysis, editing, or design, I'll deliver high-quality, original work on time. How I'll approach it: 1️⃣ Review your requirements and materials 2️⃣ Clarify scope, timeline, and deliverables 3️⃣ Execute with attention to detail and accuracy 4️⃣ Deliver polished, ready-to-use files 5️⃣ Revise as needed until you're satisfied What you'll receive: ✅ High-quality work tailored to your needs ✅ Clean, professional deliverables ✅ On-time completion ✅ Free revisions I'm ready to start as soon as you share your project details. Drop a message and let's get it done. Looking forward, John K.
₹750 INR in 40 days
4.8
4.8

Hi, I can clean your Excel/CSV datasets and prepare a clear descriptive analysis with summary statistics, visuals and a short plain-language report. My approach will be to first preserve the raw data separately, then clean and document the working dataset, check missing values, duplicates and formatting issues, and build useful summaries that explain the patterns in the data. I can help with: * Excel/CSV data cleaning * Raw data preservation * Missing value checks * Duplicate review * Summary statistics * Pivot-style analysis * Charts and heat maps * Lightweight dashboard * Python/pandas or Excel workflow * Plain-language reporting Deliverables: * Cleaned documented dataset * Original data kept for reference * Summary statistics table * Visual charts/dashboard * PDF or DOCX insight report * Optional Python notebook * Notes on methods and assumptions I’ll focus on accuracy, clear documentation and visuals that make the dataset easy to understand, rather than rushing through surface-level analysis. Best regards Ankit
₹750 INR in 40 days
3.9
3.9

Thank you for considering my proposal. I have gone through the requirements in detail. I can turn your Excel/CSV data into a clean, well-documented descriptive analysis that combines reliable statistics with clear, decision-friendly visuals. My approach will be to first preserve the original data separately, then clean and structure the working dataset, validate data types and consistency, and perform descriptive analysis covering averages, medians, variation, distributions and meaningful patterns. I’ll use Excel/Power BI or Python (pandas) based on the data structure, with charts, heat maps, pivot-style summaries or a lightweight dashboard where they add value. You’ll receive the cleaned dataset, reusable analysis outputs, visualizations and a concise PDF/DOCX report explaining the key findings in plain language. I’ll also document the major transformations so the analysis remains easy to understand and reproduce. I have 10+ years of experience in data analysis, financial reporting, Excel, Power BI and business intelligence and am a Chartered Accountant (ICAI) and CPA. I have uploaded samples of similar data-analysis, dashboard and visualization projects completed by me earlier in my profile. Payment & delivery assurance: ✅ No upfront payment ✅ Release payment after completion or milestone ✅ Regular updates related to the project ✅ Timely delivery ✅ 100% commitment to project completion
₹750 INR in 40 days
3.6
3.6

Hi, I have 7+ years of experience with Excel, CSV data cleaning, Python/pandas, descriptive analytics, dashboards, and business reporting. I can clean and document your raw files while keeping the original data untouched for reference, then build a clear descriptive analysis covering averages, medians, distributions, variability, trends, outliers, and meaningful relationships in the data. I can deliver the results through Excel-based summaries, pivot tables, charts, heat maps, or a lightweight dashboard, depending on what best fits the dataset. I’ll also provide a short plain-language report explaining the key findings, methodology, and any important data-quality observations. If useful, I can include the Python notebook as well so the full analysis is transparent and repeatable. Let’s connect over the chat so that I can show you my previous work.
₹1,000 INR in 40 days
3.4
3.4

Hi, I understand you need Data Analyst for Descriptive Analysis. I offer my services for this project. I hold the IBM Data Analyst Professional Certificate from IBM. I have made many Data Analysis based projects using Python and Excel as follows; • Data analysis of Employment data of Wales using PCA, Correlation, K-means and Hierarchical Clustering. • Minimum Maximum Temperature and Rainfall of 4-Stations. • Data analysis of 10 weather monitoring stations around Denver area. • Data analysis of Temperature and Rainfall of Washington,DC and Denver,CO. • Data analysis and Hypothesis Testing Hotel Booking Cancellation Prediction. • Data analysis of Number of Patients Treated at Primary Health Centers. • Data analysis of UAE General Total Trade volume by Emirate from 2010 to 2019. • Data analysis of Muffin & Cupcake ingredient Dataset. • Data analysis of CIFAR-10 Dataset. • Construct pivot charts & pivot tables. • Work with Power Query for ETL & ELT to better clean & transform data. • Work with Power Pivot to build charts and tables. • Create measures using Power Pivot to perform advanced analysis. • Build interactive dashboards. • Statistical Analysis such as Mean, Median etc. • Create basic visualizations such as line graphs, bar graphs, & pie charts. • Analyze data in spreadsheets by using filter, sort, look‐up functions. • Merge and append multiple sheets. • Deal with duplicate or null values in data. I ensure to complete your project efficiently and on time.
₹750 INR in 40 days
3.3
3.3

Hi, Python and pandas, with the notebook delivered alongside the outputs so every number in the report can be traced back to the code that produced it. On cleaning — the part that decides whether the rest is trustworthy. I keep a cleaning log: every decision recorded with the row count it affected. Which duplicates were removed and on what key, how missing values were handled per column, which outliers were kept versus excluded and why. You asked how I arrived at the takeaways; this is where most of that answer lives, and it's what lets you disagree with a specific choice rather than the whole analysis. Merging several files usually hides the real problems: the same entity spelled differently across sources, date formats that parse silently but wrongly, currency or unit mismatches, records that duplicate only after a join. I check for these explicitly rather than assuming the files align. On interpretation, I'll flag where a pattern is well supported by the data and where it rests on a thin slice of records. Descriptive statistics can suggest relationships that don't hold up, and you're better served knowing which findings are solid than getting a report where everything sounds equally confident. Deliverables as you listed: cleaned files with originals preserved, summary statistics, charts and pivot tables openable in Excel, and a plain-language report. How many files and roughly how many rows, and what's the subject matter?
₹1,000 INR in 40 days
3.0
3.0

With my extensive experience in the design industry and mastery of Excel, I am perfectly positioned to deliver a clean, insightful, and attractive descriptive analysis of your dataset. I understand the value of precision and clarity that you seek in this project, making it an ideal match for my detail-oriented nature. Throughout my 6+ years of work in website and mobile design and development, I've acquired skills integral to excel sheet manipulation, statistics generation, visualization among others: woocommerce development, banner design among others. My approach to your project will be centered on ensuring that every piece of data is organized systematically while preserving its original structure for easy reference. After a thorough exploration of the dataset, I will develop intuitive visual representations such as charts, pivot-style tables or even create lightweight dashboard easily accessible through Excel or a web browser. In
₹750 INR in 40 days
2.6
2.6

Your files already have the story. You need them cleaned, counted, and shown so anyone can see the pattern. I can start right now. Originals stay intact on a separate tab. You get a tidy copy, simple numbers on typical values and spread, charts in Excel or a browser, plus a short plain-language report. AI does the grunt work, so a live sample on your actual data lands in 24 to 48 hours. We refine from there. Which files can you send first so I can build that sample?
₹850 INR in 2 days
2.6
2.6

As an experienced AI & Cloud Data Engineering Specialist, I bring a unique blend of technical prowess and a business-oriented mindset to your project. My proficiency in Python and Excel, combined with my adeptness at Statistical Analysis, make me the ideal candidate for transforming your raw, unwieldy dataset into an insightful and user-friendly representation. What sets me apart is my relentless focus on delivering measurable business outcomes through data analysis. I don't just present you with numbers - I constructively and visually tell stories through concise statistics and intuitive visuals, emphasizing key patterns and tendencies while maintaining a high level of clarity. More so, with my flexibility of mind regarding timelines, you can be assured that I'll invest thoroughness in data cleaning, exploration, detailed documentation, and impactful visualization. Your project is not just about numbers on a screen — it’s about mining the hidden gems in your data to impact decision-making positively. And that's exactly what I've been doing day in and day out across various domains - finance, healthcare, insurance to name a few. Relying on AI/ML solutions complemented by cloud data engineering, I have consistently helped businesses improve operational efficiency and enable smarter decisions.
₹950 INR in 40 days
2.6
2.6

The story a descriptive analysis tells is only as honest as the column profiling under it, so that is where I start. Before any summary statistic I profile every column for type, missingness and range, because a mean taken over a column that secretly mixes text and numbers, or where blanks are stored as the string "NA", reports a number that isn't true. That first pass decides which statistics are even meaningful per field. From there you get the cleaned workbook with your original structure kept intact on a separate tab, summary statistics for central tendency and spread with the genuine patterns called out, and clear visuals (distributions, a correlation heatmap, category breakdowns and any time trends) delivered so they open directly in Excel. The plain-language report ties it together in a page or two, and the pandas notebook comes with it so every number is reproducible. I do a lot of this end to end in Python, including reproducible analyses of national test-score and climate datasets where the cleaning and the write-up mattered as much as the result. You get one person who takes it from raw files to a documented, readable answer. Rate is 950 INR/hr, and since your timeline is flexible I'll work it carefully rather than rushing.
₹950 INR in 40 days
1.6
1.6

Hi, I’d be a strong fit for this project given my background in finance and data analytics, with extensive hands-on experience working with Excel, CSV datasets, Python/pandas, and data visualization. My approach would be to first profile and clean the data while preserving the original files separately for reference. I’d then analyse distributions, averages, variability, relationships, trends, missing values and potential outliers before turning the findings into clear, decision-friendly visuals. I can build the analysis using advanced Excel, Power Query/PivotTables, or Python/pandas depending on what best suits the dataset. I can also create an interactive Excel dashboard with KPIs, charts, heat maps and pivot-style analysis where useful. The final deliverables would include a documented cleaned dataset, descriptive statistics, polished visualizations, and a concise plain-language report explaining the key findings and methodology. I can share examples of my Excel dashboards and Python/data-analysis work in chat. I’m happy to take the time needed to produce an accurate and genuinely insightful analysis rather than simply generating surface-level statistics. Regards, Taha
₹1,000 INR in 40 days
2.6
2.6

Inconsistent date formats across the CSV files often hide trends that later visualizations miss. I’ll start by loading each file with pandas, standardizing types, and keeping a raw copy in a hidden Excel tab for reference. Then I’ll produce concise statistics and interactive charts using matplotlib and plotly, delivering them as Excel-friendly images or a lightweight web page. A common mistake is relying on default pandas output, which can drop leading zeros and skew categorical counts. You can expect a clean workbook with original data untouched, clear pivot‑style tables, and a short report that walks through each insight in language. All transformations will be logged so you can reproduce the analysis or hand it off without confusion.
₹1,000 INR in 40 days
1.9
1.9

You said tell the story the data contains, which is the right framing, so the honest part of this is that the tidying decides what the story says. The two that change conclusions most, and that nobody sees in the finished charts, are missing values and outliers. If blanks get dropped row-wise, every average shifts and the drop is invisible in the output. If they get filled with a mean, variance shrinks and everything looks more stable than it is. Outliers are the same, remove them and trends flatten, keep them and one bad row drags a whole average. Neither choice is wrong, but they have to be decided deliberately and stated, not made silently by whatever the default was. So what I hand back includes a short data quality note first. How many rows came in, how many were dropped or corrected and why, and what was done with outliers. Then the analysis, with the charts, and conclusions that only go as far as the data actually supports. Several files also usually means duplicate records across them, so those get reconciled before anything is counted. Roughly how many rows in total, and is there a specific question you want answered, or is this exploratory? Ronak
₹850 INR in 20 days
0.7
0.7

Hi, I've reviewed your project, "Descriptive Analysis of Excel Dataset", and I understand what you're looking to achieve. Based on the requirements in your project description, my Python, Excel, Statistics, Statistical Analysis, SPSS Statistics, Data Visualization, Data Analysis, Data Management experience aligns well with the work you need. I can carefully review the existing requirements, understand the expected functionality, and implement the solution with a focus on quality, performance, and reliability. Project Requirements: I have a raw dataset sitting in several Excel/CSV files and I need a clear, well-structured descriptive analysis of it. The core of the job is to tidy the data, explore it, and then tell the story it contains through concise statistics and intuitive visuals. Because my timeline is flexible, you can take the time you need to dig in, iterate, and present findings that are genuinely insightful rather than rushed. Here is what I’m expecting: • A cleaned, well-documented version of the original files (keep the original structure intact in a separate tab or file for reference). • Summary statis I’ll make sure the work is handled professionally, with clear communication throughout the project and attention to the details mentioned in your requirements. I’m ready to discuss the project and get started. Best Regards, Khadija Tul Kubra
₹1,000 INR in 7 days
0.0
0.0

Hello, Your note about keeping the original files intact in a separate tab tells me you've been burned before by an analysis that overwrote the source, so I'd preserve the raw data untouched and work on cleaned copies alongside a documented log of every transformation. From there: summary statistics, the visuals (charts, heat maps, pivot tables or a light dashboard) built to open directly in Excel or a browser, and a plain-language report a non-technical reader can follow. Two things would help me focus on what matters most to you: Roughly how many files, rows and columns are we looking at, and what field do the data come from? That shapes which statistics and charts are genuinely useful. Are there specific questions you want answered, or is this purely exploratory to see what the data reveals? My rate sits comfortably within your weekly range, and I'm available for that 40-hour volume with regular progress updates as I go. I'll confirm a firm figure once I've seen your answers. Happy to talk it through whenever suits you. Kind regards, Eric
₹750 INR in 4 days
0.0
0.0

Hi, I can help with the Excel and CSV descriptive analysis in a clean, documented way. I work with Python, data analysis, statistics, Excel, and data visualization, so I can tidy the raw files, keep the original structure safe in a separate sheet/file, and then produce meaningful summary stats and visuals. Plan: 1. Clean and standardize the data, with a documented copy kept intact. 2. Explore distributions, missing values, trends, and key patterns. 3. Build charts, pivot-style tables, heat maps, or a simple dashboard that opens in Excel or browser. 4. Deliver a short report in plain language, plus Python notebook if useful. My hourly rate is 1100 INR, which is within your budget and fair for careful analysis, documentation, and revisions. If you want, I can also start by sharing a quick data audit before deeper analysis. Best, Anil K
₹1,100 INR in 5 days
0.0
0.0

As an experienced Monitoring, Evaluation, Research, Learning, and Accountability (MERLA) specialist with over 15 years in data analysis and visualization, I believe my skill set aligns perfectly with your project requirements. I have played a pivotal role in designing and improving MERLA systems for major international organizations like Save the Children, World Vision, and Action Contre la Faim, all funded by prominent organizations such as USAID, UNICEF, WFP, WHO, ECHO among others. My extensive expertise in tackling complex datasets using tools like Excel, SPSS, Stata will be crucial in tidying and analyzing your data. Moreover, I'm well-versed in data quality assurance and have a keen eye for spotting patterns even in the most intricate datasets. In addition to my skills prowess, I value accuracy and clarity just as much as you do. Hence, I can provide you with not only comprehensive summary statistics but also insightful visuals to help you understand the data story better. My reports are always concise yet clear enough to explain key findings meaningfully; that's easily accessible in either PDF or DOCX formats making it simple for you to share them without hassle. Ultimately my approach prioritizes delivering quality over speed which perfectly aligns with what you need for this project.
₹1,000 INR in 40 days
0.0
0.0

As a data analyst with extensive experience in Excel and Python, I possess the technical skills and prowess required to tackle your project head-on. I am adept at handling large datasets and can confidently navigate through them, making sense of the variables, patterns, and trends they contain. This proficiency is complemented by my strong analytical capabilities which will help translate the raw data into a meaningful narrative. Throughout my career, I have consistently delivered high-quality work with a strong emphasis on accuracy, cleanliness, and thorough documentation – key attributes you are seeking for in this project. I approach my work systematically by employing solid coding practices (mainly Python or R) and maintaining well-documented records of the analysis process. This organisational approach would be highly helpful given the complexity of your dataset. Finally, let me assure you that I am not only committed to accuracy but also efficiency. Despite your flexible timeline, I believe in delivering quality work within a reasonable period. In addition to meeting your requirements for summary statistics, intuitive visuals and clear reports, I am willing to go an extra mile by providing code notebooks should you prefer that level of transparency. Choose me for an unrivaled descriptive analysis experience - solid results guaranteed!
₹9,000 INR in 40 days
0.0
0.0

Hi, I can handle this as a reproducible Python/pandas analysis while keeping the cleaned data and final outputs easy to use directly in Excel. I would first preserve the original data unchanged, then create a documented cleaning workflow covering missing values, data types, duplicates, inconsistent categories, and other quality issues identified during exploration. From there I would produce descriptive statistics covering central tendency, distributions, variability, relationships, and meaningful patterns in the data, supported by clear charts, heat maps, and summary/pivot-style tables where appropriate. Deliverables would include: - Cleaned and documented dataset - Original data preserved separately for reference - Reproducible Python/pandas analysis - Summary statistics and validation checks - Clear charts and visual summaries - Short plain-language report explaining the main findings and methodology I would validate calculated statistics against the cleaned source data and document any assumptions rather than silently changing ambiguous values. Once I review the files and understand the subject matter of the dataset, I can confirm the most useful analyses and expected turnaround.
₹1,250 INR in 10 days
0.0
0.0

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