StatisticsJobs

...The necessary custom designed protocols and or distribution techniques to enforce corporation among the units. Custom protocols should be fully documented using relevant sequence diagrams and FSMs. - A “web based” interface to the users account on the central server. Users should be able to register, login and manage their information – as well as view statistics on recent journeys. - You might implement a manager role that can view statistics about a particular bus/train line or multiple users. Servers and train computers should be located on our virtual servers (“Goonhilly” / “The Lizard” ) and use relevant DBMSs – either PostgreSQL, mySQL or SQLite. It is however acceptable to use a number of a team’s portable co...

...The necessary custom designed protocols and or distribution techniques to enforce corporation among the units. Custom protocols should be fully documented using relevant sequence diagrams and FSMs. - A “web based” interface to the users account on the central server. Users should be able to register, login and manage their information – as well as view statistics on recent journeys. - You might implement a manager role that can view statistics about a particular bus/train line or multiple users. Servers and train computers should be located on our virtual servers (“Goonhilly” / “The Lizard” ) and use relevant DBMSs – either PostgreSQL, mySQL or SQLite. It is however acceptable to use a number of a team’s portable co...

Hi All, We are currently looking for sport fans all over UK and Europe who wants to earn money for watching and reporting live matches directly from the stadium. For this job we need scouts who forward us live statistics directly from the venues. We pay 60 € per each match* Become a live reporter for your favourite team and join us! If you have any further questions feel free to contact us anytime. Kind Regards Live Sports Events *the fee depends on Country.

The purpose of this project is to apply statistical concepts learned in class to real data, develop data analysis skills, and interpret statistical results clearly.

i need someone to do my probability and statistics project using JASP Introductory Probability & Statistics Project Guide and write me a report based on the example given using one of the data set given Course: MATH 242 – Probability & Statistics 1. Project Objective The purpose of this project is to apply statistical concepts learned in class to real data, develop data analysis skills, and interpret statistical results clearly. 2. Dataset Assignment Each group is assigned one dataset. You must describe: · Sample size · Variables and types · Units · Data cleaning steps (if any) 3. Software Use the following: · JASP 4. Required Analysis – 7 points A. Descriptive Statistics Compute: ·...

I’m a recent graduate preparing to apply for Data Analyst positions and I need a professionally written résumé th...filters and appeals to hiring managers in analytics teams. Here’s what I’m looking for: • One- to two-page résumé in both editable Word/Google Docs and PDF formats • Clear, impact-oriented wording with data-driven achievements where possible • Section order and styling that follow current best practices for entry-level analytics roles • Optimised keywords for SQL, Python, Excel, Tableau, statistics and any other tools you feel are critical for junior analysts I’ll provide my raw details—education, projects, certificates, and extracurriculars—once we start. After your first draft...

...website and a custom POS system. Here’s a brief overview of what I need: **1. POS System (for in-store use):** * Time tracking for each snooker table and PS5 setup * Inventory management with auto-deduction when items are sold * Customer database * Loyalty points system (I’ll share rules later) * Booking management with confirmation notifications (preferably WhatsApp/SMS) * Sales reports, statistics, and basic future sales predictions **Additional Features:** * Alert system (e.g., table time ending, overdue sessions, low inventory) * Multiple payment options (UPI, cash, card, split payments) * Advanced booking logic (buffer time, cancellation rules, no-show tracking) * Basic CRM features (customer visit frequency, spending patterns, etc.) **Tablet Feature (Impor...

...heart-rate data that needs a professional eye. The task is strictly analytical—I am not after personal training sessions or rehabilitation plans, but a focused review of the data itself. Your brief is to take my raw files (CSV / Excel export from a popular wearable) and turn them into a clear, insight-rich report. Scope of analysis • Resting heart rate trends over time • Heart rate variability statistics and interpretation • Exercise heart rate patterns, including peaks, recovery curves, and intensity zones What I expect back 1. A concise written report (PDF or Word) explaining your methods, key findings, and practical implications. 2. Cleaned and annotated data files so I can trace every result. 3. Visualisations—time-series plots, variab...

...heart-rate data that needs a professional eye. The task is strictly analytical—I am not after personal training sessions or rehabilitation plans, but a focused review of the data itself. Your brief is to take my raw files (CSV / Excel export from a popular wearable) and turn them into a clear, insight-rich report. Scope of analysis • Resting heart rate trends over time • Heart rate variability statistics and interpretation • Exercise heart rate patterns, including peaks, recovery curves, and intensity zones What I expect back 1. A concise written report (PDF or Word) explaining your methods, key findings, and practical implications. 2. Cleaned and annotated data files so I can trace every result. 3. Visualisations—time-series plots, variab...

...working through a statistics assignment that must be solved and documented entirely in Excel, and I’d like a skilled tutor to guide me through it. The questions cover core undergraduate material—think probability concepts, simple regression, and hypothesis tests—yet everything has to be demonstrated with the appropriate Excel techniques (e.g., built-in formulas, manual calculations set up in the sheet, charts where useful). Here’s what I need from you: • A clear, walk-through solution for each problem inside one workbook, with explanatory notes that make the reasoning easy to follow. • A brief call or chat after delivery so I can be sure I understand every step and can replicate the method on future assignments. When you respond, highli...

...· Subject: Ophthalmology (pterygium surgery) · Length: ~5,000 words (including 5 tables and 16 references) · Format: Microsoft Word, following a provided template What I need you to check: 1. Flow and structure – Does the introduction lead logically to the objectives? Do the methods match the results? Does the discussion correctly interpret the results? Is anything missing or redundant? 2. Statistics – Verify that the correct statistical tests were used (t-test, Chi-square, Mann-Whitney, Fisher's exact). Check that p-values are correctly reported and interpreted. Confirm the sample size calculation is adequately justified. 3. References – Check that all in-text citations match the reference list. Verify consistent Vancouver style form...

...you the live links, target keywords, and any style notes so you can dive straight into the text. Here’s what the finished work should include: • A new, attention-grabbing headline and logical sub-headings • Reworked paragraphs for smoother flow and clarity—no copy-and-paste or AI spinning • Natural placement of the focus keywords I provide without keyword stuffing • Updated facts, statistics, or sources where information is out of date • A concise SEO title and meta description that meet Yoast character limits I’m working against a tight deadline, so I’d like the first two rewrites back within 24 hours and the remaining posts soon after we confirm the style is right. Please send a sample of a blog post you’ve ...

...Project Brief ## Project Overview We are looking for a freelancer or team to develop an AI-powered computer vision and player performance analysis system for indoor football / mini football pitches. The system will be used in multiple football pitch locations across Türkiye. The software must: * Track every player during the match * Analyze player and team performance * Automatically generate statistics and ratings * Upload the match analysis to a website shortly after the match ends A complete hardware setup is already available for the first pitch: * 6 cameras installed * 1 high-performance PC * NVIDIA RTX 5080 GPU * Remote access via Tailscale is already configured The first implementation will be done on this pitch, but the system must later support easy deployme...

...relationship between their perception of HBAT and their actions towards HBAT. Make sure to address all the following questions. 1. Run a thorough univariate and bivariate graphical and statistical examination of your data. Do you notice any irregularities in your data? What does your data look like? Normal, skewed? Tips: Make sure to number and label each table and graph. (e.g., Table 1. Summary statistics for HBA missing data set). Provide a title and a detailed interpretation of each chart. Remember the rule of thumb: for any table and/or graph, you can have at most three genuine findings. If you have more, you have probably made them up . 2. Missing values analysis. Do you have any missing values in your data? If so, determine the extent of missing values per variable...

The assignment is a full desk-based investigation into a topic I will share privately once we start. I need you to locate up-to-date, reputable material—academic papers, industry reports, official statistics—check each source for credibility, then synthesise the insights into a clear, self-contained document that a non-specialist can follow. Please work with whichever research tools suit you best (Google Scholar, JSTOR, Statista, government databases, library portals, etc.) and keep meticulous notes so every fact can be traced. Proper citations in APA or Harvard style are required.

I have several raw datasets and an open-ended business problem but no established workflow yet. I need an experienced data scientist who can help me shape the questions, clean and explore the data, choose the right ana...well-commented Python or R notebooks (Pandas, NumPy, scikit-learn, ggplot2—or your preferred stack) • Produce a concise summary report or dashboard that a non-technical stakeholder can understand Deliverables will include the cleaned dataset(s), all code/notebooks, and a final insight report. Code must execute on my machine without error, and findings should be backed by clear visuals or statistics. In your proposal, please share a brief example of a similar project you’ve completed and the main tools you used. I’m ready to start as soon...

I have several raw datasets and an open-ended business problem but no established workflow yet. I need an experienced data scientist who can help me shape the questions, clean and explore the data, choose the right ana...well-commented Python or R notebooks (Pandas, NumPy, scikit-learn, ggplot2—or your preferred stack) • Produce a concise summary report or dashboard that a non-technical stakeholder can understand Deliverables will include the cleaned dataset(s), all code/notebooks, and a final insight report. Code must execute on my machine without error, and findings should be backed by clear visuals or statistics. In your proposal, please share a brief example of a similar project you’ve completed and the main tools you used. I’m ready to start as soon...

I have several raw datasets and an open-ended business problem but no established workflow yet. I need an experienced data scientist who can help me shape the questions, clean and explore the data, choose the right ana...well-commented Python or R notebooks (Pandas, NumPy, scikit-learn, ggplot2—or your preferred stack) • Produce a concise summary report or dashboard that a non-technical stakeholder can understand Deliverables will include the cleaned dataset(s), all code/notebooks, and a final insight report. Code must execute on my machine without error, and findings should be backed by clear visuals or statistics. In your proposal, please share a brief example of a similar project you’ve completed and the main tools you used. I’m ready to start as soon...

...corporation related to your current work domain or preferred area of industry. This section would require candidates to research relevant financial and operational performance of the organization by reviewing and understanding the 2018 & 2019 Annual Reports on the chosen public listed company. The facts and figures will help the candidate to answer below questions, and validate with relevant statistics. 1. Introduce the organization in the context of prevailing macro-economic and business conditions by discussing the vision, mission and planning strategies of the company. For the chosen organizations, evaluate the financial and operational performance of the organizations by reviewing the company’s annual performance (read through annual report for the year 2020 and 2...

I’m finalising my TMA04 maths submission and need clear, correct answers for the algebra-based questions only. Every problem revolves around algebraic reasoning, so there is no calculus or statistics work involved. What I expect • A neatly written set of step-by-step solutions, showing the reasoning used for each answer. • Brief explanations beside each step so I can follow the logic and reference it in my write-up. • Delivery in a single, well-organised PDF (or an editable format if that’s easier for you). When you respond, focus on your algebra experience—let me know how often you tackle similar assignments and any results that demonstrate accuracy and clarity. No need for lengthy proposals or a portfolio dump; a concise note outlining your...

...is crisp). • Account system for contestants, judges and general voters. Social log-in is a plus. • Competition engine: create events, set deadlines, auto-progress top scorers to the next round. • Media handling: upload, transcode and stream audio/video without lag. • Real-time or scheduled voting with anti-cheat protections (CAPTCHA, IP throttling, etc.). • Dashboard where I can see statistics, export contestant data and send bulk emails. • Clean, upbeat visual theme that resonates with a music-loving crowd. • SEO-friendly structure and basic on-page optimisation. Acceptance criteria 1. A working site deployed on my hosting with SSL configured. 2. Demo data showing a full competition cycle from registration to final results. ...

...visually engaging, on-brand presentation that I can send to potential partners. Here’s what I have in mind. The deck should walk a reader smoothly from a short bio into my content pillars, show real audience insights, highlight past results or case studies where possible, and end with clear partnership ideas and contact details. I’d love guidance on structuring the narrative, choosing the right statistics to spotlight, and selecting visuals that feel authentic to my style rather than generic stock art. You can build in PowerPoint, Keynote, or Canva—whichever you prefer—so long as I receive both an editable file and a polished PDF ready to share. Clean typography, smart use of brand colors, and concise copy are all important to me. If you have experience ...

I have several raw datasets and an open-ended business problem but no established workflow yet. I need an experienced data scientist who can help me shape the questions, clean and explore the data, choose the right ana...well-commented Python or R notebooks (Pandas, NumPy, scikit-learn, ggplot2—or your preferred stack) • Produce a concise summary report or dashboard that a non-technical stakeholder can understand Deliverables will include the cleaned dataset(s), all code/notebooks, and a final insight report. Code must execute on my machine without error, and findings should be backed by clear visuals or statistics. In your proposal, please share a brief example of a similar project you’ve completed and the main tools you used. I’m ready to start as soon...

...Player training and development – refine periodisation, individual development plans and use objective workload monitoring. • Coaching strategies – align game model, session design and feedback loops with the squad’s technical profile. • Medical and injury prevention – integrate screening data, injury-trend dashboards and return-to-play protocols. Data you will lean on includes current player statistics, broader team stats drawn from the audit, and a five-season injury history already compiled. I will supply all raw data tables; you will turn them into concise insights, visuals, and KPIs that underpin each recommendation. Deliverables 1. A written report (approx. 3,000–3,500 words) that links each recommendation to audit findings an...

I'm looking for an expert in SPSS to perform descriptive statistics on a mixed dataset (both categorical and numerical). The data is sourced from existing secondary datasets. Ideal Skills and Experience: - Proficiency in SPSS - Strong background in statistics, particularly descriptive statistics - Experience working with both categorical and numerical data - Familiarity with handling and analyzing secondary data If you have a keen eye for detail and can deliver accurate and insightful statistical summaries, I'd love to hear from you. Please provide examples of similar work done in your bids.

...uncertain cases Prediction output should store/show: * predicted_class * confidence_score * low_confidence_flag * prediction_date Prevent **data leakage**. Do not train on fields known only after expert review, such as: * final_class * expert_comment * final decision timestamps Database tables should include at least: * users * cases * predictions * final_classifications * audit_logs Dashboard/statistics should include: * total cases * cases by region * cases by gender * cases by category * cases over time * high-priority cases * model vs expert agreement rate Security requirements: * secure password hashing * proper session management * strict role-based access control * server-side validation * CSRF protection * use SQLAlchemy queries only * safe handling of secrets t...

...Suspected suicide * Suspected accident * Suspicious natural death * Undetermined cause User roles: * Admin * Operator/Expert Admin should: * manage users * manage all cases * see dashboards/statistics * see audit logs * see model versions / ML metrics Operator/Expert should: * create/edit cases * view model prediction * view confidence and probabilities * assign final classification * add expert comment * update case status and priority Core features required: * login/logout/session management * role-based access control * full CRUD for cases * search/filter cases * dashboard with statistics and charts * ML prediction module * case details page * expert verification/correction workflow * audit log The case form must use mostly **structured fields**, not too much f...

...Suspected suicide * Suspected accident * Suspicious natural death * Undetermined cause User roles: * Admin * Operator/Expert Admin should: * manage users * manage all cases * see dashboards/statistics * see audit logs * see model versions / ML metrics Operator/Expert should: * create/edit cases * view model prediction * view confidence and probabilities * assign final classification * add expert comment * update case status and priority Core features required: * login/logout/session management * role-based access control * full CRUD for cases * search/filter cases * dashboard with statistics and charts * ML prediction module * case details page * expert verification/correction workflow * audit log The case form must use mostly **structured fields**, not too much f...

I need a concise, seven-page, research-based document on Type 2 Diabetes written in a professional, formal voice. The paper must: • open with a clear overview of the condition—covering causes, common symptoms, and current treatment options • analyse genetic and lifestyle risk factors, supported by up-to-date statistics • translate that evidence into a practical, personalized risk-reduction and prevention plan that readers can realistically adopt Please rely on credible, peer-reviewed literature (feel free to choose any reputable studies; I have not pre-selected sources). Every claim should carry an in-text citation, with a full reference list formatted to APA 7th edition. The final file must be original and pass a standard plagiarism check. Deliverables...

More details: What functionality should the freelancer profiles have? Depending on the package they decide to subscribe to: 16 Images Priority in search results Hide My Profile feature Image Voting Profile Statistics Skimpy Forum Testimonials Selfie Gallery Subscribe to short notice availability Special Offers News and Announcements Archive Gallery Choose your own image layout Video Gallery Image Blurring - SB Photoblur Tour Page - Australia / International •upload their professional pictures, •Ability to list services, •Direct sales capability, •Client positive reviews only, •Logins, • ”Available now” option •Have their own blogs ( private content page for clients to subscribe to.) Each freelancers will have their own profil...

Summary We are seeking a Senior Backend Engineer to act as an independent Technical Advisor. Our founder is non-technical and requires an objective audit of the newly developed headless backend to verify code quality, architectural soundness, and milestone completion before releasing development payments. Note: You do not need a background in data science, Bayesian statistics, or R. Your focus will be entirely on the Node.js application layer, database schema, and the systemic integration/wiring. Key Responsibilities:     Code Review: Audit the Node.js/Express backend for adherence to modern engineering best practices, scalability, and maintainability.     Database Review: Evaluate the Prisma ORM schema and Postgres database design for effic...

...are distributed, what skills they market, typical earnings ranges, and any notable growth patterns across major regions. The job starts with data extraction: pull publicly available information from leading freelancer platforms, professional networking sites, and other open repositories. After cleaning and de-duplicating the records, the next step is to analyse the dataset—producing descriptive statistics, trend plots, and concise written commentary that highlights regional hot-spots, in-demand skill sets, and any gaps or opportunity areas. Please deliver: • A CSV or Excel file containing the raw and cleaned datasets, accompanied by a short data-dictionary. • An analytic report (PDF or slide deck) that explains the methodology and presents charts, pivot tables,...

I have a cleaned set of demographic point data and I need it transformed into meaningful, predictive maps. Using ArcGIS (Desktop or Pro), I want you to run a full geostatistical workflow—variogram modelling, kriging (or the most suitable interpolator), cross-validation and accuracy repo...of the process in ModelBuilder or Python/ArcPy, feel free, as long as the chain of steps is documented inside the project. Deliverables • ArcGIS project or layer package containing all geostatistical layers and models • High-resolution map exports (PDF/PNG) showing predicted surfaces and error/standard deviation maps • A short methods note outlining the parameters chosen and validation statistics I will provide the raw demographic shapefile/CSV and the study-area boun...

I’m commissioning a comprehensive article that tackles the physical, social and psychological malfunctions linked to alcoholism while clearing up common misconceptions. The core purpose of the piece is to move past simple myth-busting and guide readers toward practical, evidence-based solutions they can act on. Scope The article should weave together recent research, real-world statistics and empathetic storytelling to illustrate how alcoholism affects the body and mind, why many stereotypes are incomplete or flat-out wrong, and which recovery strategies have proven most effective. Please write in clear, reader-friendly English—accessible to the general public yet credible enough for health-oriented blogs or magazines. Deliverables • One original, publication-...

...Dashboards (admin, user, provider) Authentication system Subscription pages Marketplace interface Bidding interface User management Account settings Design is already defined and must not be structurally redesigned. 3. Backend (Partial) Already implemented: Prisma schema with core models API routes created Functional backend structure Initial certification logic Marketplace routes Dashboard statistics 4. Functional Structure (Already Defined) AI Certification Initial structure exists Workflow defined Marketplace Listing structure created Partially implemented Bidding System Initial structure created Workflow defined Payments Stripe integrated Webhooks partially implemented 5. Design (100% Completed) Full Figma design All screens defined UX validated Important: Redesign is N...

...you: • Help me locate or combine the right Kaggle datasets, then document the download and preprocessing steps (Kaggle API, Python pandas, or R tidyverse are fine). • Define robust operational metrics for participation (e.g., post frequency, comment depth) and visibility (e.g., up-votes, follower counts, ranking on leaderboards). • Build the analysis pipeline—cleaning scripts, exploratory statistics, and the main inferential models (regression, GEE, or other techniques that withstand peer review). • Supply well-commented code in Jupyter Notebooks (or an RMarkdown file) plus a short methods memo that explains variable construction, analytic decisions, and reproducibility details. • Deliver publication-ready tables, figures, and any supplemen...

Completion / progress (e.g., % watched or “completed” events) Average watch time (or average % watched) Per member statistics what videos the users saw when they saw them watch time per video the IP of the user the location of the user

I need a concise, seven-page, research-based document on Type 2 Diabetes written in a professional, formal voice. The paper must: • open with a clear overview of the condition—covering causes, common symptoms, and current treatment options • analyse genetic and lifestyle risk factors, supported by up-to-date statistics • translate that evidence into a practical, personalized risk-reduction and prevention plan that readers can realistically adopt Please rely on credible, peer-reviewed literature (feel free to choose any reputable studies; I have not pre-selected sources). Every claim should carry an in-text citation, with a full reference list formatted to APA 7th edition. The final file must be original and pass a standard plagiarism check. Deliverables...

...benefits. Design & UX • Visual tone: Modern, light and uncluttered. • Fully responsive so it looks and works the same on desktop, tablet and phone. Core Build • Landing page with compelling copy blocks and bold calls-to-action. • Stripe-powered monthly subscription system (or an equally reliable alternative you propose). • Secure user dashboard with account management and usage statistics right out of the box. Platform Guidance I’m open to Shopify, WordPress (with the right membership plugin), or a lightweight custom stack—whichever will get us to market fastest without sacrificing scalability. Part of your job is to recommend the most sensible route and explain why. What I’ll Need From You 1. Links to two-thr...

I'm looking for a one-page infographic that summarizes a law proposal. The infographic should include statistics and data. The infographic should highlight: - Major benefits and impacts - Proposed changes and implications Ideal skills: - Graphic design - Experience with infographics - Ability to distill complex information into visual formats Please fix these one pagers asap! You could change the pictures as need but keep all the information the same.

I will supply a complete survey dataset and need it transformed into a publish-ready scientific paper. Your task starts with cleaning and screening the data in SPSS, then running the analyses that best reveal overall trends and patterns. Descriptive statistics, reliability checks, charts, and any other exploratory procedures you judge valuable should all feed into a clear narrative of the findings. Interpret the results in straightforward language, link them back to the study purpose, and craft the full manuscript sections—Abstract, Introduction, Method, Results, Discussion, and References—formatted to the standards of a peer-reviewed journal in my field. Throughout the job, please keep every SPSS step reproducible by sharing the .sav file, syntax file, and output vie...

...Include a *Hiring Radar* summary box with approximate timelines per carrier and a senior pilot quote on what interviewers are genuinely looking for beyond the logbook. The tone should feel like advice from a senior colleague, not a recruitment brochure. **Word Count:** 600–800 words **Source:** Airline career portals — Air India, IndiGo, Akasa Air, SpiceJet, Star Air. DGCA pilot licence issuance statistics. LinkedIn active job postings. Pilot community forums for ground-level intelligence on current selection standards. --- **5. INSTRUCTOR INSIGHT** *Teaching Circuits: What 10,000 Hours in the Right Seat Taught Me* A first-person feature from an experienced flight instructor reflecting honestly on the most common errors students make in the circuit — and th...

...the immediate priority, but there will also be opportunities to adapt the same voice for website copy and occasional social media snippets as campaigns roll out. If you naturally switch tones across platforms without losing cohesion, that’s exactly what I’m after. What I’ll provide: • Clear topic briefs (keywords, angle, target action). • Brand voice guidelines, references, and any studies or statistics we want cited. What I’m counting on you for: • Persuasive, research-backed writing that fits the health & wellness niche and complies with basic SEO best practices. • Engaging hooks, smooth storytelling, and compelling calls-to-action. • Clean, publish-ready copy—proofread, fact-checked, and delivered in Google Docs or W...

...SPSS using the Mann–Whitney U test. Please include detailed descriptive statistics rather than a simple summary, so medians, inter-quartile ranges, frequencies, and any other measures you feel strengthen the story are welcome. You will be responsible for preparing the data (if any recoding or checking is required), running the test, verifying assumptions, and then interpreting the results in a way that can drop straight into an academic manuscript—clear statements of significance levels, effect sizes, and what the findings mean in practical terms. Deliverables • Native SPSS output file (.spv) and any syntax used • A brief, reader-friendly report (Word or PDF) outlining methods, detailed descriptive statistics, test results, significance leve...

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...formatted so my layout team can drop it straight into InDesign (clean headings, subheads, and short paragraphs). You’ll receive a theme and rough angle for every story—sometimes nutrition science, sometimes mental health, fitness bio-hacks, or preventive care breakthroughs—along with a target word count. I depend on credible, up-to-date references (peer-reviewed studies, expert quotes, recent statistics) and will ask you to cite sources in-text and provide a reference list. Plagiarism-free originality is non-negotiable; I run all copy through Grammarly and Copyscape before sending it to the editor. Deliverables for each commissioned article: • Word document or Google Doc, 1,000–1,500 words unless otherwise noted • SEO-smart headline, meta des...

...a technically clean, well-defined system with a long-term perspective. We value clean architecture, stability, and understandable code. The system will process approximately 30,000 profiles per week and will be connected to an existing Laravel-based admin dashboard. --- ## Responsibilities * Develop a crawler using **Scrapy** * Build a small **FastAPI interface** (start / stop / status / statistics) * Integrate with **MariaDB** * Implement a media pipeline: download → local cache → upload to Wasabi (S3) * Implement hash-based change detection * Implement soft-delete logic with a 3-month lifecycle * Dockerize the system * Provide short technical documentation --- ## Environment * Python 3.11+ * Scrapy * FastAPI * MariaDB * Redis * Docker (running on an Unraid serv...

...refreshable Braille displays, and mobile way-finding tools. I need an experienced grant writer who can identify grant opportunities aimed at organizations for the visually impaired and craft a compelling proposal package that clearly ties our technology plan to measurable increases in independence and inclusion for our clients. What I already have: program goals, preliminary budgets, and impact statistics from our pilot projects. What I need from you: thorough prospect research for grants geared toward blind organizations (government, foundation, or corporate sources that fit our mission); a concise but persuasive narrative; a logic model or theory of change; and all supporting documents ready for submission. Acceptance criteria • A short-list of at least five viable f...

...Include a *Hiring Radar* summary box with approximate timelines per carrier and a senior pilot quote on what interviewers are genuinely looking for beyond the logbook. The tone should feel like advice from a senior colleague, not a recruitment brochure. **Word Count:** 600–800 words **Source:** Airline career portals — Air India, IndiGo, Akasa Air, SpiceJet, Star Air. DGCA pilot licence issuance statistics. LinkedIn active job postings. Pilot community forums for ground-level intelligence on current selection standards. --- **5. INSTRUCTOR INSIGHT** *Teaching Circuits: What 10,000 Hours in the Right Seat Taught Me* A first-person feature from an experienced flight instructor reflecting honestly on the most common errors students make in the circuit — and th...

...assistant to gather and organise market intelligence within the technology sector. The core of the job is online research: finding reliable data, verifying sources, and presenting the information in a clear, well-structured format that I can use to guide product and strategy decisions. Here’s what the work will generally involve: • Sourcing up-to-date articles, white papers, industry reports and statistics. • Summarising key points and citing every source. • Building a spreadsheet that captures company names, product lines, pricing (where public), funding rounds, partnerships and any standout market moves. • Delivering a concise written brief that highlights opportunities, threats, and notable shifts in consumer or enterprise demand. Most of th...