Data Entry Pakistan Projects

Data Scraping - Competitor feedback

I need someone who can look at competitor recommendation websites for certain businesses and then work out who their customers are from people who have left comments of that business. This role is best suited to someone in the UK or at least very familiar with what names are common / uncommon in the UK. There will be names that are too generic and you cannot find the exact person for the business on companies house (like John Smith, Adam Cox, Joe Frost) , so they can be skipped. I need you to find exact businesses and be 100% sure that the company you find belongs to the person who left the comment. This task will take accuracy and care, rather than quickly gathering as much data that wont be needed. The company on Companies House needs to show it is ACTIVE, not anything else. Otherwise move on to the next record. EXAMPLE For example there is a comment from someone called Louise Lamberti (which isnt a very common name) Then i searched the name on Companies House and find the company she has: https://find-and-update.company-information.service.gov.uk/officers/0jr3CzJOVyJKznJUNuQQgwaAZH8/appointments There is no one else with this name as an Officer on Companies House so i am pretty sure this is the company it relates to. Then i need someone to gather as much information as possible on the business which the attached spreadsheet. I need named business email addresses and contact numbers - no personal email addresses! Tab 1 holds information for the business that we need Tab 2 are the different company names that you can search their feedback If you need more clarification please let me know. Looking for someone to work on this for an ongoing basis - will pay £10 per hour and expect to get around 40 records per hour. PLEASE COULD YOU SEND ME AN EXAMPLE ON THE ATTACHED SPREADSHEET OF 2 RECORDS THAT YOU FIND SO I CAN TEST THE QUALITY OF YOUR WORK BEFORE I ACCEPT. Happy to go through a video call to explain in more detail if this is required. £10 per 100 records - ongoing project

opportunity

MEP Design Engineer Needed for 5-Bedroom Steel-Structure Home

We are seeking a Mechanical Engineer specialized in both MEP and full electrical design for a 5-bedroom, two-story detached house in Northfleet (approx. 200m²). The design must cover water supply, drainage, ventilation, hybrid heat pump system (for heating & cooling), underfloor heating, and full electrical wiring—including smart home systems. The project integrates 20kW solar generation, and coordination with the steel structure is essential. Entry and exit points for services will be defined. The design must comply with British standards. No lifts are required. We will provide architectural and structural drawings. We need quick, cost-effective delivery. If interested, please get in touch! Qualified engineers only please.

Vectorization (Raster to Vector) and Convert to 3D Solid (.stp)

I am looking for someone with experience in Vectorization (Raster to Vector) and Convert to 3D Solid (.stp). Only react if you can do this in a few hours and within the budget. The 2 drawings attached should become 2 seperate .stp files for use of waterjetting. The material we are waterjetting is 3 mm thick and the drawings should be 120 mm wide / diameter Key Requirements for Waterjet Cutting ⚠️ Critical Checkpoints for CNC/Waterjet Geometry: Closed Loops Only: The machine needs to know exactly what is "inside" (scrap) and "outside" (the part). An open path will cause a machine error. Scale: Ensure your vector file is scaled to the exact real-world dimensions (in mm) you want the final pieces to be before exporting to STEP. Lead-ins/Lead-outs: The waterjet pierces the material with a high-pressure blast before moving along the cut line. Your fabricator's CAM software will handle this, but keeping sharp corners perfectly clean in your CAD file helps optimize the entry paths.

Build a Secure Live AI Research Data Processing Prototype

Rapid Low-Code AI Document-Parsing Web Prototype (Secure Cloud Tenant) in Microsoft Copilot Studio / Azure OpenAI Project Overview: I need a highly concise, working prototype of a secure web application interface. The sole purpose of this app is to demonstrate a secure, live text-processing pipeline during a brief stakeholder review. It must ingest a raw text document/dataset, simulate a structured evaluation process against a pre-set compliance rubric, and dynamically display an optimization analytics page. Key Requirements to Implement: 1. Secure File Upload Interface A minimal, clean user interface with a file drop zone labeled: "Secure Sandbox: Upload Manuscript / Dataset Draft (PDF, DOCX, or CSV)". A secondary text field labeled: "Alternative Manual Input: Paste Methodology / Text Details". A dropdown parameter selector: [Parameter Group A / Baseline Metrics Checklist]. 2. Localized Governance Engine Setup Connect this frontend interface securely to an LLM endpoint (via Microsoft Copilot Studio, Azure OpenAI Studio template, or a standard private API pipeline). Define system prompts to parse the document's sections (checking for structural clarity, data mapping consistency, and alignment with baseline formatting rules). 3. Dynamic Output & Accountability Dashboard Upon document submission, the UI must refresh dynamically to show: Maturity / Verification Score: A clean progress gauge (e.g., Ecosystem Readiness Level: 84%). Compliance Rules Checklist: Visual indicators displaying: [Passed] Citation & Data Anonymization Check [Passed] Methodological Parameter Scope [Warning] Formatting Ambiguity Detected in Section 3 Actionable Next Steps: A generated text box detailing exactly what parameters need optimization. Technical Constraints: Must be deployed on a functional, live preview web URL so I can interact with it live during the meeting. Data privacy configuration must be explicitly set to ensure no data processed is utilized for public model training datasets. Important Fail-Safe: Hardcode a single specific fallback template path into the interface so that if the live internet connection fluctuates during the review, the target upload file will immediately trigger the exact correct completed dashboard layout cleanly.

Secondary school contact data gap-fill

I have a spreadsheet of 67 secondary UK schools where I need to identify, by name, the people who sit in six specific roles at each school — and find their verified work email address. You will be filling in a pre-built spreadsheet I provide. Most of the work is done — the school list, websites, addresses, phone numbers and which roles still need finding are all already mapped. Your job is to look up the names and verify the emails. The 6 roles per school Head Teacher Cover Manager (the day-to-day supply booker) School Business Manager (SBM) Head Teacher's PA / Office Manager Deputy or Assistant Head (with a staffing or cover portfolio if possible) SENCO (Special Educational Needs Coordinator) What you'll deliver The same spreadsheet I send you, with every red "FIND" cell filled in using one of three formats: Verified name | verified email — for example: Sample Postholder | s.postholder@exampleschool.org.uk NAME FOUND — EMAIL NOT VERIFIED | [name] — if you can identify the postholder but cannot get a verified email NOT FOUND — if no current postholder can be confirmed after a proper search There are approximately 240 individual cells to fill across the 67 schools. Not every school needs all 6 — some roles are already covered and marked HAVE in green; just skip those. You will need to have access to a range of software and resources to support you as these email addresses are not simply on the school website - therefore research and effort will be required to find and source correct validated emails.

opportunity

UK Solicitor ONLY: Food app T&Cs, privacy & telemetry

I am launching a consumer mobile app in the food and recipe space, helping people reduce food waste and discover recipes. I need comprehensive legal documentation and data protection advice before going live. Full technical details will be shared once engaged. ------------------------------------------------- 1. PRIVACY POLICY, TERMS & CONDITIONS, AND TERMS OF USE Full, production-ready documents suitable for App Store (Apple) and Google Play submission, covering a global user base. Must address: - Data collected, purpose, and retention - Lawful basis for processing across all major jurisdictions (UK, EEA, US, and a framework for the rest of the world) - User rights (access, erasure, portability, objection) - Third-party processors and data sharing - Cookie/tracking equivalents in a mobile context - Minimum age requirements across jurisdictions ------------------------------------------------- 2. TELEMETRY AND DATA COLLECTION ADVICE The app collects behavioural telemetry linked to a pseudonymous per-install identifier (no name or email stored). I need written advice covering: - What I can legally collect, and on what lawful basis, across different regulatory regimes (UK GDPR, EU GDPR, CCPA/CPRA, and any other material jurisdictions) - Legitimate interest vs. consent, when each applies and how to document it - Anonymisation thresholds, what level of aggregation (e.g. on-device aggregation, k-anonymity, category-level bucketing) takes data outside scope entirely, and the equivalent thresholds under CCPA and other regimes - Commercial data licensing, whether and how anonymised or aggregated data can be sold or licensed to third parties without consent obligations, and what conditions must be met per jurisdiction - Children's data obligations by jurisdiction (COPPA, Article 8 UK/EU GDPR, etc.) - Proportionate and defensible retention periods ------------------------------------------------- 3. DPIA REVIEW Review and sign off a completed draft DPIA for the telemetry feature. Full document provided once engaged. ------------------------------------------------- WHAT I AM NOT LOOKING FOR - Generic template documents - Advice limited to UK/EU only, global coverage is a requirement - Junior associate work without senior oversight ------------------------------------------------- DELIVERABLES - Production-ready Privacy Policy (global scope) - Production-ready Terms & Conditions and Terms of Use - Written advice note on telemetry, anonymisation thresholds, and commercial data licensing by jurisdiction - DPIA sign-off or marked-up revisions ------------------------------------------------- BEFORE I ENGAGE, PLEASE PROVIDE Proof of qualification - SRA number or equivalent with current practising certificate Relevant experience - examples of privacy policies or data protection advice delivered for consumer mobile or digital products (anonymised references or case studies are fine) Data protection specialism - confirmation this is a primary part of your practice, not an occasional add-on; CIPP/E or BCS Practitioner Certificate in Data Protection preferred Global coverage - confirm you can advise substantively on UK GDPR, EU GDPR, and US (CCPA/CPRA) at minimum, and state clearly which other jurisdictions (Canada, Australia, Brazil etc.) you can or cannot cover Turnaround - this is blocking a production release, please state realistic timelines upfront

BP 260625 - WordPress/WooCommerce eCommerce & M&A Business Agent

Seeking a skilled WordPress/WooCommerce eCommerce & M&A Business Agent to support a GREEN industrial IP project. Deliver 10 units (each 4h) flexible schedule, using your URL/test to propose strategies to attract brokers/PE investors and monetize licenses/patents. Tasks: audit provided patent materials, craft outreach/offering summaries, propose market-entry and exhibition opportunities for Italy, Europe and global targets (five countries each), and produce broker-ready offer drafts. Budget under 30€ for the set; repeatable if successful. ...plz, see better too https://www.expotv1.com/UoW_bp.html ;

opportunity

25,000 individuals of Nigerian origin for IT careers

We are looking for an experienced data research and lead generation specialist to build a high-quality database of 25,000 individuals of Nigerian origin currently living in the USA who have publicly expressed an interest in transitioning into IT careers or have engaged with IT-related training, certifications, coding bootcamps, or career-change communities. Our target audience includes professionals from non-IT backgrounds such as: Nurses Uber/Lyft drivers Plumbers Caregivers Warehouse workers Truck drivers Security officers Retail workers Other blue-collar and service professionals seeking IT careers Requirements Ability to research and identify relevant individuals using publicly available and legally obtained information. Strong experience with lead generation and online research. Ability to verify and clean data. Deliver data in Excel or CSV format. Remove duplicates and invalid records. Desired Data Fields Full Name Email Address (where publicly available and legally collectible) LinkedIn Profile Current Occupation State/City Evidence of IT career interest (e.g., public LinkedIn activity, bootcamp participation, certification, public community membership, or similar publicly available indicators) Sample Requirement To demonstrate your research quality, please submit a sample of up to 100 records that follows the format above. The sample will be used solely to evaluate the quality of your work. We are not requesting 100 free records, and applicants who are selected will be paid for the full project. Deliverables 25,000 unique, verified records Excel or CSV format Accurate, well-organized, and deduplicated data Please include: Your experience with similar projects. Your proposed timeline. Your price for completing the project. A brief explanation of your research methodology. Only apply if you have experience with large-scale lead generation and data research using ethical and compliant methods.

Mobile Application Performance Monitoring Minder (Remote)

We seek reliable, detail-oriented individuals in Syria, Armenia, or Vanuatu for a long-term remote Mobile Application Performance Monitoring role. You will receive a company-owned Samsung smartphone, install and maintain five local prepaid SIM cards, ensure continuous power and mobile data connectivity, perform basic troubleshooting, and respond promptly to support requests. The company covers the device and reimburses approved data expenses. Applicants must be 18+, have a stable residence, reliable electricity, and follow verification steps to confirm local residency and SIM functionality.

MAKE PDF FILLABLE AND SIGNATURE AVAILABLE

Convert a static PDF into a fully interactive, fillable document with integrated electronic signature capability. Enhance form fields to allow users to enter names and other required data easily, ensure compatibility with common PDF readers, enable secure signature placement, and validate field types. Deliver a polished, user-friendly PDF optimized for both desktop and mobile workflows, with clear field tab order and professional formatting.

Pricing updates

Seeking a meticulous specialist to implement pricing updates within our building software. You will extract revised price lists from Excel, validate values, and accurately input them into the application while ensuring consistency and data integrity. Familiarity with Excel data manipulation, attention to detail, and experience with similar software interfaces are essential. Deliverables include updated pricing reflected in the system and confirmation of successful implementation.

Bookkeeping & Finance Assistant (UK Remote | Part-Time | £10+ ph

BOOKKEEPING & FINANCE ASSISTANT (UK Remote | Part-Time | £10–£15/hr) We are looking for an experienced, highly organised Bookkeeping & Finance Assistant to support both business and personal financial operations across property, construction, and personal commitments. This is a remote UK-based role, approximately 6 hours per week, with flexibility agreed in advance. CORE RESPONSIBILITIES 1, Monthly management accounts support (P&L, cash flow, balance sheet maintenance) 2. Regular bank reconciliations, including identification and resolution of discrepancies 3. ccurate tracking of income, invoices, and outstanding receivables 4. Proactive chasing of overdue invoices and missing financial information 5. Managing and scheduling business and personal payments 6. Preparing structured financial data for external accountants (HMRC/Companies House handled externally) 7. Maintaining a clear forward view of recurring and upcoming financial obligations WHAT WE ARE LOOKING FOR We are specifically looking for someone who is: a) Experienced in bookkeeping or finance administration (not data entry only) b) Confident working with multiple accounts and incomplete or inconsistent information c) Strong in reconciliation and error detection (able to spot when something does not balance and investigate why) d) Highly proactive in chasing information and resolving gaps without repeated instruction e) Comfortable working independently and maintaining structured financial systems f) Methodical, disciplined, and consistent in follow-through This role is not suitable for someone who requires detailed step-by-step instruction for routine bookkeeping tasks. COMMUNICATION AND WORKING STYLE 1. Phone calls/messages used for day-to-day coordination and quick clarification 2. Email used for formal records (must be flagged to client via a call/message) 3. 1–2 short weekly Microsoft Teams check-ins 4. Occasional time-sensitive coordination required during the week Clear communication and responsiveness are essential due to the pace and nature of financial workflows. CONTEXT OF WORK You will support a combination of: 1. Property lettings and management accounts 2. Construction/surveying-related business activity 3. Business invoicing and operational expenses 4. Personal financial commitments (e.g. insurance, vehicles, household bills) IMMEDIATE PRIORITIES a) Full reconciliation across business bank accounts b) Review of current position with HMRC and Companies House c) Structuring payment schedules for outstanding and upcoming obligations APPLY WITH 1. Summary of relevant bookkeeping experience 2. CV 3. Availability and preferred working pattern Shortlisted candidates will be invited to a video interview.

Business Research Assistant

We're looking for a freelancer to conduct online research using publicly available sources and organize the findings into a clear spreadsheet. Responsibilities Research company information Organize findings in a spreadsheet Verify data accuracy Submit completed work on time We're looking for someone who can produce accurate, well-organized research and communicate effectively throughout the project.

opportunity

I need a mobile app

Salespeople forget up to 80% of the detail from customer conversations within 48 hours. CRM notes are often incomplete because they are entered late or not at all. The app would capture the conversation immediately after it happens, use AI to structure it into sales intelligence, and export clean, actionable data into any CRM. 3 points - 1) Do not try and contact me through emails and Linked In. I will just block you. 2) I am based in the UK and priority will be given to UK freelancers 3) I put a price on the project for a reason. If you cant do the brief and supply me with an App or say it is going to cost more then please do not contact me. The budget is set

Requirement for Verified India Educational/Healthcare Database

Seeking a verified PAN-India database of educational and healthcare decision-makers covering colleges, universities, medical colleges, hospitals and healthcare institutions. Required contacts include Chairperson, CEO/COO, MD, Director, Dean, Principal, Vice Principal, HOD, HR Head, Professors, Placement and Administrative Officers. Each record must include institution name, contact name, designation, mobile, email, city, state, and website. Data must be recent, deduplicated, highly accurate, and verified. Provide total record count, state/city coverage, sample data, pricing, delivery timeline and verification methodology.

Create automated planning application spreadsheet

I am looking for someone to create an automated spreadsheet/report that pulls the previous week’s UK planning applications from the UK PlanIt data/API. The purpose of the report is to help identify potential trade opportunities for builders, loft conversion companies, kitchen/renovation firms, roofers and other home improvement trades. I need the spreadsheet to be refreshable each week, so I can update it with the latest planning applications and then export or share the data with ChatGPT for analysis. What I need is a spreadsheet system, ideally in Google Sheets or Excel, that can: 1. Pull planning application data from UK PlanIt. 2. Refresh the report weekly to show the previous 7 days of applications. 3. Cover all UK counties / planning areas, not just one local authority. 4. Handle multiple planning authorities within each county where needed. 5. Pull clean, structured data into a spreadsheet. 6. Allow me to filter by county, planning authority, date, application type and likely trade opportunity. 7. Create summary tabs that make the data easy to review. 8. Be simple enough for a non-technical user to refresh each week. **Important functionality required:** The spreadsheet should include: * A refresh button or clear refresh process. * A date range selector, ideally defaulting to the last 7 days. * County / area filtering. * Planning authority filtering. * Keyword filtering for relevant trade opportunities. * Automatic categorisation where possible, for example: * Extensions * Loft conversions * Garage conversions * Renovations/refurbishments * Kitchens * Roofing * Outbuildings * Commercial fit-outs * Other building works * A clean export tab that can be copied into ChatGPT for analysis. * Basic error handling if the API limit is reached or if a request fails. * A simple instruction tab explaining how I refresh and use the report. **Suggested spreadsheet tabs:** 1. **Instructions** Simple user guide explaining how to refresh the data and use the spreadsheet. 2. **Settings / Control Panel** Date range, counties/areas to include, keywords, refresh controls and any API settings. 3. **Raw Planning Applications** The unedited data pulled from PlanIt. 4. **Cleaned Applications** Clean version of the data with standardised columns. 5. **Trade Categorisation** Applications categorised by likely trade relevance. 6. **County Summary** Number of opportunities by county and trade type. 7. **Planning Authority Summary** Number of opportunities by local authority. 8. **ChatGPT Export** A clean tab designed specifically so I can copy/export the data and ask ChatGPT to analyse it. **Required data fields:** Where available from PlanIt, I would like the spreadsheet to include: * Application name/reference * Planning authority * County / area * Application start date * Address * Description * Application type * Development type * Status * Decision, if available * Applicant / agent details, if available * Link to planning application * Latitude / longitude, if available * Last scraped / last changed date * Suggested trade category * Opportunity score, if possible **Trade opportunity scoring:** Ideally, I would like a simple scoring system to highlight the best opportunities. For example: * High relevance: extension, loft conversion, conversion, major renovation * Medium relevance: alterations, outbuildings, roof works, garage conversion * Low relevance: tree works, signage, minor admin applications, discharge of conditions I am happy for the freelancer to suggest the best scoring approach. **Technical requirements:** The freelancer should be comfortable working with: * APIs * Google Sheets Apps Script and/or Excel Power Query * CSV/JSON data imports * Pagination * Rate limits * Data cleaning * Building refreshable dashboards/reports The PlanIt API has paging and request limits, so the system must be built responsibly and should not rely on one huge request. **End goal:** Each week I want to be able to refresh the spreadsheet, see the latest planning applications across all counties, identify the best trade opportunities, and then ask ChatGPT to analyse the data by county, trade type and opportunity quality. **Deliverables:** 1. A working Google Sheet or Excel workbook. 2. Automated or semi-automated weekly refresh process. 3. All required tabs and filters. 4. Clean data structure ready for ChatGPT analysis. 5. Simple instructions for use. 6. A short handover call or written walkthrough. 7. Notes on any limitations of the PlanIt API or recommended future improvements. **Please include in your response:** * Whether you recommend Google Sheets or Excel for this. * Examples of similar API/spreadsheet automation work. * How you would handle all counties and multiple planning authorities. * How you would manage API limits and pagination. * Estimated delivery time. * Fixed price quote.

opportunity

Content Automation Dashboard for Existing Algorithm (BIG AL)

I'm looking for an experienced full-stack developer to build Stage 2 of my platform. I already have a working algorithm called Big AL that selects products for TikTok Lives and tracks analytics such as popularity, demand, sales history, conversion rates and live scheduling. I'm not looking to rebuild the algorithm. Instead, I need a developer to build a Content Engine and Approval Dashboard that reads Big AL's data and automatically generates branded social media content. The system should: Connect to an existing algorithm (API/Database/JSON) Read product selections and analytics Populate reusable templates automatically Generate graphics and short animated content Display everything in an approval dashboard Allow simple editing before export Export ready-to-use assets for TikTok, Instagram and my website This is intended to be the foundation of a larger content automation platform, so I'm looking for someone who enjoys designing scalable systems. A full project specification (PDF) is attached. Please include in your proposal: Similar projects you've completed Technologies you'd recommend Estimated timeline Estimated cost Suggestions for improving the architecture Long-term work is available for the right developer. "The existing algorithm developer is available for technical collaboration where required, so this project will involve integrating with an existing system rather than starting from scratch." - full design spec will be given to the right candidate. "How many hours do you think it would take to expose Big AL's data through an API or JSON feed so another application can consume it?" Please give a brief of your understanding, experience and how you would build it? If your interested please read the PDF and designs ideas.

10 verified Darlington people seeking cleaning quotes

Seeking 10 verified Darlington residents actively requesting house-cleaning quotes. Provide for each lead: full name, contact details, area, and source link. Leads must be genuine private individuals (no businesses or fabricated data). Fixed price £40 total, payable only after client approves the verified list. Deadline: 3 days. High integrity, accuracy, and verifiable sourcing essential. Successful delivery may lead to regular ongoing assignments.

Pilot Program Agreement — Singapore EdTech

Client: U.S.-based developer of children's social-emotional learning (SEL) products Project: Beta pilot testing with Montessori schools and after-school programs in Singapore Documents to produce: 2 final, execution-ready instruments Deliverables Table # Deliverable Specification 1 Pilot Participation Agreement Singapore law governing; SIAC arbitration clause; PDPA 2012 compliance for children's data; GST treatment for non-registered supplier; IP ownership and feedback assignment; "AS-IS" beta disclaimer with liability cap; 3 pages maximum 2 Parental Consent Form PDPA 2012 compliant; clear data collection purpose and scope; controller/processor identification; voluntary participation with withdrawal right; data subject rights (access, correction, deletion); cross-border transfer disclosure (U.S. servers); 30-day retention and destruction method; contact for inquiries; parent/guardian signature block; 1 page maximum, plain language for non-lawyer parents Timeline Propose your own — include estimated drafting days and revision rounds in your response. What We Provide Product description and pilot structure (4-week, capped participants, SGD fee, remote training, automated telemetry) Data categories collected (first name/pseudonym, age bracket, session interaction logs, card linger time, aggregated behavioural telemetry) Confirmation: no photographs, full names, government ID, or medical data collected U.S. server location for digital processing Target markets: Montessori institutions and private after-school enrichment centers What We Expect From You Called to the Singapore Bar Demonstrated experience with PDPA 2012 and technology/service agreements Fixed-fee proposal or hourly rate with not-to-exceed estimate Proposed timeline from engagement to final delivery One round of revisions included in quote (additional changes billed separately or re-quoted) Selection Process Proposals accepted on rolling basis Decision based on: relevant experience, clarity of proposal, timeline fit, fee reasonableness fit and demonstrated expertise weighted heavily Submit: Fee proposal, timeline, and 2 relevant matter examples.

Machine Learning Research Proposal Specialist

Overview We are looking for a Machine Learning Research Proposal Specialist to create a polished, professional research-style write-up for an ML evaluation task. The submission should propose a machine learning problem within the writer’s domain of expertise and must be directly related to machine learning. The final deliverable should be written in markdown format, follow the provided template exactly, and be no longer than 1–2 pages with a maximum of 8 paragraphs. Project Goal The goal of this project is to design a machine learning benchmark or problem that is complex enough to challenge a strong state-of-the-art LLM. The problem should not be a simple generic ML pipeline task. It should require deep domain expertise, advanced reasoning, and layered technical understanding that would be difficult for a general-purpose model to solve without specialized knowledge. Responsibilities The selected specialist will write a complete research proposal-style submission using the required sections: Domain and Motivation, Task Design, Data and Data Generation, Sources of Difficulty, Reference Solution and Scoring, and Citations. Each section should be concise, polished, and limited to one paragraph. The proposal should clearly explain the ML domain, why the task is meaningful, what is being predicted, how the data would be generated or adapted, why the task requires extrapolation, and why naive approaches would fail. Ideal Candidate The ideal candidate has strong experience in machine learning, applied AI, data science, or ML research, with expertise in at least one technical or scientific domain such as healthcare, finance, robotics, cybersecurity, biology, materials science, geospatial analysis, NLP, computer vision, or another complex field. They should be able to design a creative ML task that rewards real domain knowledge rather than basic textbook ML skills. Required Skills Strong understanding of machine learning problem formulation, benchmark design, data generation strategies, train/test split methodology, model evaluation, and scoring metrics is required. The candidate should also be comfortable explaining why a task is difficult, what domain-specific insights are needed, and how an expert would approach solving the problem. Clear technical writing and the ability to produce concise markdown-formatted documentation are essential. Deliverable The final deliverable will be a markdown-formatted research proposal following the provided template. It should be professional, concise, and no more than 8 paragraphs total. The proposal must involve machine learning directly and should include citations where applicable, such as relevant research papers, datasets, GitHub repositories, or other credible references that support the proposed task. Important Notes This is a machine learning evaluation project, so proposals that are not directly related to ML will not be accepted. The model output should be ignored during the evaluation process, and once the prompt has been entered and the model generates a response, the evaluator should select “Done Chatting.”