Crypto P&L Statements 2022-25

@devanshkhandekar

Hi ,I’m a seasoned Applied Data Scientist with experience of more than 6 years. I'll consolidate your ~3k transactions across Coinbase,Binance & KuCoin into a single normalized ledger and produce year-wise P&L Approach Data pull: Use APIs (preferred) to fetch trades, deposits, withdrawals, transfers, and fees; fall back to official CSV exports only if an endpoint is missing Normalization: Map each exchange’s schema into one canonical ledger with consistent columns: timestamp,exchange,account,type (buy/sell/deposit/withdrawal/fee),base/quote,quantity,execution price,fee currency/amount, and USD value at execution. Pricing: For USD conversion I’ll use reliable historical price feeds (per-asset OHLC around execution time). Any missing tickers/prices get flagged with a documented fallback (nearest timestamp/alternate venue/manual override). P&L method: Implement a clear, standard cost-basis method. Realized P&L includes fees; unrealized positions can be reported separately if needed. Reconciliation: Cross-check totals vs exchange statements (net cash/coin movement, total fees, balances) & provide an exceptions log for anything that can’t be matched 1:1 Deliverables • Master spreadsheet (cleaned ledger + data dictionary) • Year-by-year P&L reports (and YTD) • Short reconciliation memo: assumptions, missing feeds, and adjustments Turnaround Typically 2-3 business days once API keys are available. The pipeline will be reusable so future years are a rerun, not a rebuild.

@nareshk44

With over several years of versatile office and administrative support, I specialise in data analysis and processing which inevitably makes me perfect for your venture. My impeccable knowledge of Excel and Google Sheets, including functions like dealing with large datasets, complex formulas, automatic data transformation etc have shaped me into an expert data processor. This, coupled with my capability to generate coherent and comprehensible P&L Reports will guarantee you clean, audit-ready profit & loss statements. The project's requirement for the normalisation of dataset from multiple sources into one coherent ledger is right up my alley. I provide speedy yet accurate service to minimize turnaround time without compromising data integrity. Moreover, my fluency in English upto a native speaker level means that I am well-versed in noting assumptions and making necessary hi,gili;ogical deductions, improving the project turnaround time further. My ability to work with Python scripts, Koinly/ Excel/ PowerQuery makes me flexible enough to use whatever tool is needed, be it for your APIs or CSV exports. I strongly believe that my promptness, accuracy and experience make a potent combination to complete this project flawlessly.

@annearcana

Hello, this is exactly the type of structured data consolidation and financial reporting I specialise in. I will build a clean, audit-ready crypto ledger by pulling and normalising all trades, deposits, withdrawals and fees from Coinbase, Binance and Kucoin (via API or CSV). The result will be a fully traceable dataset and clear yearly P&L statements. My approach: • Consolidate all exchange data into one standardised ledger (date, type, pair, qty, price, fee, USD value) • Reconstruct USD valuations at execution time and handle missing price feeds transparently • Build year-by-year P&L (2022–2025 YTD) directly linked to the raw transaction data • Reconcile totals and document all assumptions or adjustments in a clear note • Structure everything so you can easily reuse the model for future years You will receive: • Clean master spreadsheet with full transaction history • Separate P&L summaries per year • Reconciliation / methodology note for full transparency I focus on accuracy to the cent and a reproducible, maintainable structure rather than black-box tools. Delivery time: 5–6 days. Best regards Ann-Christin

@Hemantt841

Thank you for sharing the details of your project "Crypto P&L Statements 2022-25." The scope of consolidating and normalizing data from multiple exchanges caught my attention. With over 7 years of software development experience, I am confident in my ability to deliver accurate and audit-ready profit & loss statements for your crypto activity. Here's how I plan to approach this project: - Consolidate data from Coinbase, Binance, and Kucoin using their API keys or CSV exports - Normalize the data into a single ledger with clear columns for easy reference - Generate year-by-year P&L reports and a master spreadsheet with all transaction details - Provide a reconciliation note to explain any assumptions or adjustments made during the process I have successfully completed similar projects in the past, including reconciling complex financial data and generating detailed reports. One notable project involved consolidating trading data from multiple sources to create accurate financial statements for a client in the fintech industry. In terms of tools, I am proficient in using Excel, Python scripts, and data analysis tools like Power Query. I will ensure that the final numbers can be traced back to the raw exchange data, prioritizing accuracy over flashy visuals. To ensure data integrity and repeatability for future years, I will establish a structured process for data collection

@Roopaliveera

Hello, I can help you convert your scattered crypto activity (Coinbase, Binance, KuCoin – ~3,000 trades) into clean, audit-ready Profit & Loss statements with full traceability back to source data. Here’s how I would approach it: • Data Extraction & Consolidation – CSV exports preferred – Capture trades, deposits, withdrawals, conversions, staking rewards (if any), and all fees – Preserve original transaction IDs for full audit trail • Data Normalization – Standardize date/time (UTC), trading pairs, symbols, and fee structure – Convert all transactions into a single structured ledger – Fetch historical USD spot prices at execution time for accurate valuation • Ledger Structure (Master File) – Date – Exchange – Transaction Type – Pair – Quantity – Execution Price – Fee (asset + USD equivalent) – USD Value at execution – Unique reference ID • P&L Calculation Methodology – FIFO (default, unless you prefer another method) – Year-wise realised gain/loss: ▸ 2022 ▸ 2023 ▸ 2024 ▸ 2025 YTD – Clear separation of realised vs unrealised • Reconciliation & Audit Note – Summary of totals per exchange – Missing price feeds (if any) clearly documented – Manual adjustments explained – Final numbers tied back to exchange totals Estimated Timeline: 5–7 working days. As a freelance accounting professional with strong Excel experience, I focus on clean structure, cent-level accuracy, and documentation clarity—especially important for crypto reporting. Regards, Roopali K.

@sumanj555

Hello, I’ve carefully reviewed your project details, and it genuinely sounds exciting. I’d be glad to contribute my experience to help make it a success. With over 10 years of hands-on experience in blockchain, web, mobile, and software development, I’ve worked with clients across the globe and successfully delivered 500+ projects to date. My team and I bring strong expertise in blockchain technologies, including Solidity, Rust, Stylus, EVM-compatible chains, and Clarity, with hands-on experience delivering award-winning projects on the Avalanche and Arbitrum chains. Alongside blockchain development, we have deep proficiency in MEAN/MERN stacks, Flutter, React Native, PHP, Laravel, Python, AI-driven solutions, CRM/CMS platforms, and DevOps, enabling us to build secure, scalable, and high-performance digital products end to end. What drives me most is solving complex problems and transforming ideas into scalable, secure, and user-friendly products. I place high value on clear communication, transparency, and dependable delivery, ensuring clients feel confident in their decision to work with us. Looking forward to your response. Warm regards, Suman Joshi

@vishnugurjar0018

Hello, I’ve carefully reviewed your requirement and understand you need fully reconciled, audit-ready crypto P&L statements from Jan 2022 through YTD 2025 across Coinbase, Binance, and Kucoin (≈3,000 trades). My approach: • Pull complete transaction history via API (or CSV as backup) • Normalize all trades, deposits, withdrawals, transfers, and fees into one structured master ledger • Standardize columns: date, transaction type, pair, quantity, execution price, fee, fee currency, and USD value at execution • Validate USD pricing using historical price feeds where needed • Reconcile balances exchange-by-exchange to ensure nothing is missing • Flag and document any assumptions or data gaps clearly Deliverables: • Year-wise P&L reports (2022, 2023, 2024, YTD 2025) • Clean master Excel file with traceable transaction history • Reconciliation note detailing methodology and adjustments Tools I typically use: Python (pandas + API integration) for clean extraction and normalization, followed by Excel for structured reporting and audit visibility. This ensures repeatability for future years. Estimated turnaround: 3–5 days depending on API consistency and historical pricing completeness. Accuracy and traceability are my priority — every number will tie back to exchange data. Ready to begin once API access is shared. Regards, Vishnu Gurjar

@gsinfotechopcp4

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@PyMLExpert1

With over [X years] of experience as a Python and machine learning expert, I am confident in my ability to deliver the reliable P&L statements that you need for your crypto activities. I've successfully navigated and normalized complex and scattered datasets like yours before, bringing them into one coherent ledger for accurate analysis. I understand the importance of data integrity and repeatability for future years, which is why my approach involves not just getting the job done but also creating a system that you can rely on in the long run. I'll leverage my expertise in design algorithms and working with large-scale data to create a master spreadsheet that contains all necessary columns like date, type, pair, amount, price, fee and USD value at execution. This way you can trace-back each number to the raw exchange data whenever required. For your project, I would leverage Python and maybe some APIs like CoinTracking or Koinly as per your preference to carry out these tasks as effectively as possible. I'm confident we can automate the processes needed for this project through my deep understanding of Python and analytics techniques. From there, it's all about careful execution with unfailing attention to detail ensuring accurate results down to the cent – which aligns with your needs.

@EdenIrfan

Many crypto P&L efforts fail due to fractured data flows. Understanding your need for audit-ready financials from Coinbase, Binance, and Kucoin, I propose this approach: * API extraction (or CSV if preferred) and normalization into a unified ledger. * Rigorous validation against exchange records to guarantee cent-level accuracy. * Calculation of USD values, fees, and P&L using consistent, documented logic. * Delivery of year-by-year P&L reports and a master transaction history. * Detailed reconciliation note outlining assumptions and adjustments. The system will be fully traceable to raw exchange data. What's your process for identifying and resolving potential API data discrepancies? I can deliver within \[*insert timeframe*]. Let’s schedule a quick call to discuss data access and validation protocols.