Literature review on teaching and learningpekerjaan
...website identical to OpenSouq in terms of features and design. Key Requirements: Core Website Features: User account registration (individuals and businesses). Classified ads system organized by categories (Real Estate, Cars, Jobs, etc.). Advanced internal search engine with various filters. User dashboards to manage ads and updates. Rating and review system for users and sellers. UI/UX Design: Responsive and attractive design compatible with all devices (Desktop and Mobile). Simplified and user-friendly navigation. Mobile Applications Development: Fully integrated mobile apps for iOS and Android. Features such as push notifications, location-based services, and direct image uploads. Hosting and Infr...
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I'm seeking an experienced tutor to guide me through 3D Coat, from foundational 3D concepts to advanced techniques. The focus will be on essential skills such as UV mapping and creating displacement maps for 3D models. Ideally, you should have a strong background in 3D modeling and teaching, with the ability to explain complex concepts in a straightforward manner. Your expertise will help me build a solid understanding of 3D Coat and enhance my skills in digital modeling.
My Ruby on Rails platform currently has several issues that need to be addressed urgently. These include: - Lack of Automated Deployment - Lack of Automated Unit Tests - Lack of Dedicated Environments/Servers - Lack of 3-Tier Architecture - Unprotected Server Access (SSH) - Obsolete Server Operating System - Lack of Log Rotation - Presence of Personal Data in Log Files - Non-Encryption of Personal/Sensitive Data in the Database - Cron Jobs Run from the Same Server - Lack of "GitIgnore" File - Lack of code documentation - No Git History of the Code - Presence of Hardcoded Variables in the Code - Presence of Secrets/Sensitive Information in the GitHub Repository - Showcase Website Integrated into the Platform - Presence of Variables in Multiple Locations in the Code - Secur...
...Assistance Required for Thesis – Theme Identification, Literature Review Alignment, and Discussion Chapter Writing Hi I hope this message finds you well. I am currently working on my PhD thesis, which focuses on "Social Media Marketing Strategies and Their Impact on Business Performance in the Food and Beverage Sector: The Case of Kuwaiti SMEs." I require your assistance in the following key areas based on my supervisor's recent feedback: Conduct a thorough comparison between the themes emerging from the findings chapter and the key insights from the literature review chapter. Identify patterns, consistencies, and discrepancies between the empirical data and existi...
...able to execute trades automatically based on pre-defined strategies and should include the following features: Key Features: 1. Exchange Integration: • Full integration with the API. • Secure handling of API keys (read and trade permissions only, no withdrawal access). 2. Trading Features: • Support for multiple trading pairs (e.g., BTC/USDT, ETH/USDT). • Ability to implement trading strategies (e.g., scalping, grid trading, dollar-cost averaging, etc.). • Risk management tools, such as stop-loss and take-profit. • Option to toggle between live trading and a simulation mode (paper trading). 3. Dashboard or Interface: • A simple dashboard to monitor performance (optional but preferred). • Logs for ex...
I'm looking for a skilled professional to create a PowerPoint presentation for me. The presentation should be focused on reviewing our sales data in the context of our Strategic Imperatives. Ideal freelancer should: - have experience in data visualization and presentation design - be adept at PowerPoint - have a strong understanding of sales metrics and strategic planning The ultimate goal of this project is to create a comprehensive, easy-to-follow presentation that can effectively communicate our sales review to stakeholders. Please provide examples of similar projects you've completed in your proposal. Thank you.
I'm looking for an experienced Shopify developer to create a captivating e-commerce website for my fine jewellery line. The design needs to reflect a l...line with the nature of the jewellery being sold. Key Features: - The site should have robust product filtering by categories, enabling customers to easily navigate through our exquisite collection. Skills and Experience: - Proven track record in developing Shopify e-commerce websites, particularly in the luxury sector. - Strong understanding of product categorization and filtering systems. - Ability to create a sleek, user-friendly interface that embodies a luxurious design ethos. The ideal freelancer for this project will have a keen eye for detail, a passion for luxury design, and the technical expertise ...
Project Overview: I am an academic teaching law to students in the UK, preparing them for the bar exam. I aim to transform my teaching materials into an engaging online course, which will be hosted on platforms like YouTube. This project involves creating e-learning content that will continue throughout the course. This is the first episode of a course titled ‘Business Law and Practice’, which will cover various concepts of how businesses operate under English law. The course will consist of approximately 22 chapters, with each chapter containing multiple episodes. Scope of Work: • The first episode is around 10 minutes long. Please provide a quote based on a 10-minute video, with margin for the final version to be slightly ...
I'm looking for an experienced Ruby on Rails developer to upgrade my application from version 5.x to the latest version. The project also involves upgrading Heroku and all the addons currently in use, which include Postgres, Redis, and SendGrid. Key Responsibilities: - Upgrade Ruby on Rails application to the latest version - Upgrade Heroku and all existing addons - Check and ensure compatibility of a few custom plugins during the upgrade Ideal Skills: - Proficiency in Ruby on Rails - Extensive experience with Heroku and its addons - Knowledgeable in handling Postgres, Redis, and SendGrid - Able to work with existing custom plugins
...Figma. The goal is to maintain the app's core functionality and visual identity while optimizing the user experience for larger screens, ensuring consistency across different devices. Scope of Work: Review Existing Mobile App Design : - Analyze the current design structure, features, and user flow. - Understand the design system, color palette, typography, and branding guidelines. Web Design Adaptation: - Translate the mobile app layout into a user-friendly and visually appealing web design. - Create wireframes and high-fidelity mockups for desktop, tablet, and other relevant screen sizes. - Ensure the web design remains responsive and consistent across various resolutions. User Experience Optimization: - Adapt navigatio...
I need a skilled photo editor to change the text on a few photos. Details: - Number of photos: 1-10 - Specific editing task: Change the text on the photos An ideal candidate for this task would be someone with strong photo editing skills, particularly in text manipulation. Experience with similar tasks would be a plus.
...Officer. This handbook should be focused on current technology and IMO standards, and should be written in a formal and technical style. Handbook should serve as a comprehensive guide for ETOs working in the maritime industry, covering technical, operational, and safety-related aspects of their duties. Key Requirements: - The handbook must be in a Word document format. - It should cover specific topics such as Marine Electrical Systems. - The tone of the writing should be formal and technical. Ideal Skills: - Excellent technical writing skills. - Vast knowledge of Marine Electrical Systems. - Familiarity with current technology and IMO standards. - Proficient in Word document formatting. The goal is to create a handbook that is both i...
I'm looking for an experienced video editor to help me edit my YouTube video. The primary purp...editor to help me edit my YouTube video. The primary purpose of the video is educational, so the editing needs to be clear and concise to maintain viewer engagement and facilitate learning. Key requirements: - Basic cuts and transitions: You will need to skillfully cut the video and use transitions to keep the pace appropriate for educational content. - Supplementary text: The video will require titles and subtitles to be added. You should be able to create a coherent visual narrative with these elements. Ideal skills and experience: - Proven experience editing educational YouTube content. - Proficiency in video editing software. - Ability...
...Pickleball Paddle Design and Create Marketing Graphics **please follow instructions in the how to apply section, or your application will be ignored. Description: We are looking for a skilled and experienced designer to enhance our current pickleball paddle design and create professional marketing assets for our brand. The ideal candidate will have experience in product design, graphic design, and creating visuals that align with a premium, luxury aesthetic. Attachments: 1. Prototype image of the solo x1 paddle 2. Front, side and end cap images of another paddle brand. We need designs for all 3 of these portions. Website: Scope of Work: 1. Refine Paddle Design: - Clean up the existing paddle design to make it more visually appealing ...
I'm seeking an experienced mobile app publisher to help me with the release of my fully developed utility app on the Google Play Store. The ideal freelancer for this job should have: - Extensive experience with app submission processes for both platforms - A deep understanding of app store guidelines - Skills in troubleshooting common app store rejection issues - Ability to optimize app store listings for visibility and downloads Having, a Google Play Developer account set up, I'm ready to get this app into users' hands. Your prompt and professional service will be greatly appreciated. The selected candidate will be responsible for providing the required testers for the app.
I'm in need of a skilled...help build my interior design brand using Instagram reels. The primary focus will be on creating engaging content that showcases my work and draws potential clients to my page. Key Responsibilities: - Creating and managing Instagram reels focused on the interior design niche - Promoting my brand and services through these reels - Strategizing to generate leads and sales through Instagram Ideal Candidate: - Proven experience in social media marketing, particularly on Instagram - Strong understanding of the interior design industry - Creative thinker with the ability to produce engaging content - Results-driven with a focus on lead generation and sales conversion If you can help me build an eng...
...seeking a detailed academic literature review on Deep Metric Learning (DML) within the context of computer vision. The review should comprehensively cover the following seven areas: 1. An introduction to metric learning (ML) and Deep metric learning (DML) in computer vision (4000 Words). 2. An introduction to noise and missing data in computer vision (4000 Words). 3. An investigation of how Deep Metric Learning handles missing data (4000 Words). 4. An investigation of how Deep Metric Learning deals with noisy data (4000 Words). 5. An investigation of how Deep Metric Learning deals with Open Set Recognition (4000 Words). 6. A contripution for this review in 5-10 points (less than 500 words). 7. A ...
Sleep Sounds App. This app should track sleep and include an extensive library of sleep sounds, meditations, stories, music, and videos. All content should be manageable from a detailed, user-friendly admin panel. Flutter Sleep Tracker / Sleep Sounds App If you can't take criticism or be called out don't respond. Had a so called "professional" block us because she blindly bid on project after saying she looked at PDF requirements and understood them. So she says one thing and then another and when we pointed that out she blocked us. Have a backbone and when you lie and are called out don't block us because you can't handle the truth. Only reply by chat if you have already made a sleep tracker app...
...Assistance Required for Thesis – Theme Identification, Literature Review Alignment, and Discussion Chapter Writing Hi I hope this message finds you well. I am currently working on my PhD thesis, which focuses on "Social Media Marketing Strategies and Their Impact on Business Performance in the Food and Beverage Sector: The Case of Kuwaiti SMEs." I require your assistance in the following key areas based on my supervisor's recent feedback: Conduct a thorough comparison between the themes emerging from the findings chapter and the key insights from the literature review chapter. Identify patterns, consistencies, and discrepancies between the empirical data and existi...
...ranking for Merch on Demand don't reply *If you use ads, link building or talk about products or storefront don't reply This is Results based I'm in urgent need of a professional who can ORGANICALLY Rank my T-shirts on the first page of MERCH IN DEMAND BY AMAZON. This role specifically focuses on Amazon Merch on Demand for T-shirts and does not involve ads or link building or products. Must be organic and be an expert with Amazon A10 Algorithm and can guarantee to rank on first page Key Responsibilities: - Optimizing listings for T-shirt designs, including title, brand, bullet 1, bullet 2, and description. -This is Results based. Rank first page get paid. Will pay $3-5 per first page ranking - Conducting ...
I'm seeking a freelancer to create a dynamic web catalogue for physical products. The catalogue should possibly support e-commerce features, but that's still under consideration. Key Features: - A sophisticated product search and filtering system - A user review and rating section - A product comparison feature Ideal Skills: - Proficiency in web development and e-commerce platform integration - Experience in creating interactive and user-friendly web interfaces - Knowledge in implementing search and filtering systems, as well as rating and comparison features. Freelancers with a portfolio of similar projects will be given preference.
I'm seeking 10,000 tech educators and professionals to develop comprehensive courses for various levels at our tech institutions. Details: - Course Levels: Beginner, Intermediate, Advanced - Subjects: Web Development, Artificial Intelligence, Software Engineering - Course Formats: Text documents, Video lectures, Interactive modules Ideal candidates should be seasoned educators or professionals in the tech industry with a passion for teaching and curriculum development. Experience in developing engaging and interactive course material is a plus.
...supporting children and their families as they take those first, vital steps. Starting healthy habits early gives kids the tools they need for a brighter, healthier future. In today’s fast-paced world, it can be tough to find time for balance and build good habits, but that’s where Healthy Heroes comes in. We’ve designed an interactive platform that makes learning healthy habits both fun and easy for kids. By turning everyday routines into games, Healthy Heroes helps kids gain confidence and develop essential skills for life. Through engaging activities, fun rewards, and simple tools for tracking progress, Healthy Heroes transforms health and wellness into an exciting adventure. It’s more than just an application, ...
I am seeking a highly skilled C# tutor for my advanced student batch. The tutor will be responsible for teaching dotnet, C#, coding, OOP concepts, and other related topics. Key Responsibilities: - Help students grasp complex C# topics - Teach advanced OOP concepts, Design patterns, and Asynchronous programming - Collaborate with us on long-term basis for student progress Ideal Skills and Experience: - Extensive experience with C# and dotnet - Proven teaching experience, preferably with advanced students - Deep understanding of advanced OOP concepts, Design patterns, and Asynchronous programming - Ability to create engaging recorded video and online interactive classes or lessons We are looking for a long-term collaboration ...
...must start with a title page (title of the paper, your name, course number, date, and professor name). You must write to the rubrics and writing requirements, check for writing errors, write in third person, have a clear focus as the last sentence of the introduction, a clear conclusion, and use research appropriately, as per the requirements. Remember to indent a paragraph 5 spaces and have your name in the file name. Do use subtitles. No AI is permitted in any assignment. You need to indent the start of a paragraph 5 spaces. The rubrics are provided by the school and must be used for grading. You MUST apply the rubrics to every assignment. The rubrics are available for each assignment and you must review and use these. Remember...
Project Description I am looking for a graphic designer or Illustrator expert who can work on an existing map (provided in .ai format) to superimpose paths or routes in a precise and professional manner. Project details: Use of an existing map in Illustrator format. Addition of paths Export of the final file in different formats (Illustrator, high-quality PDF, PNG). Compliance with existing graphic guidelines (graphic charter, specific colors, etc.). Expected deliverables: Finalized Illustrator file with superimposed paths. Export of the file in several ready-to-use formats. Precision and visual clarity guaranteed on all media. see attached files
...to promote and sell my shuttle service in the beautiful Punta Cana area. The website should be structured with a Home page, Services page, and a Contact page. Key Features: - An efficient and user-friendly online booking system. This is crucial as it will facilitate seamless transactions for customers. - A Customer reviews section. This will help build trust and credibility for my service. - Live chat support. This feature is necessary to ensure real-time assistance for website visitors and potential customers. Ideal Skills and Experience: - Proficient in creating e-commerce platforms. - Experience in integrating online booking systems. - Ability to incorporate customer review sections and live chat support. - Understanding of SE...
I'm looking for a skilled web developer experienced in creating e-commerce sites using the Divi theme. The primary purpose of this website will be to serve as an online store. I already have a working website and want it transferring to the Divi platform. The site is so please only quote for rebuilding the full site using Divi and ensure you're proficient in both Wordpress and Divi
My budget is 70 USD for ASW account review. I'm looking for an AWS expert to review my account setup. Although my application is only used for testing, I'm consuming over 85% of the free tier. Key tasks include: - Identifying potential unexpected usage - Reviewing my S3 storage and determining if unexpected usage is occurring in the background - Assessing whether lifecycle policies are needed for my S3 buckets The ideal freelancer will have: - Extensive experience with AWS and S3 storage - Ability to identify and rectify unexpected usage - Skills to provide recommendations for cost optimization and setup improvement
I'm seeking a data science person who loves playing with data and analyzing using data science techniques. The data primarily revolves around numerical, specifically stock market data. Key skills: Data Science, Statistics, Machine learning, Data Analysis, Python
I'm looking for a proficient mobile app de...mobile application similar to Flipkart. The app needs to be available on both iOS and Android platforms. Key Features: - A comprehensive Shopping Cart - User Reviews and Ratings section for products - Secure and seamless Payment Gateway integration User Roles: - Admin: To manage the entire platform - Seller: To list and sell their products - Customer: The end-user who browses and purchases Ideal Experience: - Extensive experience in mobile app development, specifically e-commerce apps. - Proficient in integrating secure payment gateways. - Prior work with user review systems in apps is a plus. - Excellent understanding of both iOS and Android development standards. Please provide...
...up and automating my Excel data. I'm unsure if everything is possible to do, but maybe a few steps can be disregarded. The perfect scenario would be: Create a simple form to add 'ID number' to process and file name for the new file. The automation: Open designated file with info. Create columns (based on character lenght) Format columns (set length, add '0's eg '234' formated to '000234'. Get only rows where Column C matches the input 'ID number', and column B has fixed value. Insert row at top with column header titles. Save file (as excel 97-2003 format), with the input filename. If all works out well, I will have another project where similar things are needed. Ideal freelancers for this pro...
I need a letter produced on our company headed paper I will provide the wording I just needs the letter added to the formal company headed paper with our letter head. - The final output should be a PDF. - Please use standard fonts throughout. - The letterhead should include our graphics, logos, and contact information. Ideal candidates for this project should have experience in professional document formatting and graphic design. Proficiency in software for creating and editing PDFs is essential.
...seeking an experienced and innovative AI Developer to design and implement cutting-edge AI-driven applications within our case management software to enhance work efficiency in a dynamic law firm environment. The ideal candidate will have a strong background in artificial intelligence and machine learning, coupled with an aptitude for understanding the legal domain. You will collaborate with legal professionals and technical teams to develop intelligent solutions that streamline workflows, automate repetitive tasks, and improve decision-making processes. Key Responsibilities: - Automate the filling of Client intake forms and Court filing forms. - Assist in legal research and data extraction. - Support in Contract drafting ...
...optimize my Google Ads and Google Shopping Ads for my new website. My primary goal is to boost online sales through these channels. Key Requirements: - Review and optimize my current Google Ads strategy - Ensure that all ads are correctly linked to my new website and functioning properly - Implement strategies to increase online sales through these ads - Provide a brief report on performance improvements and sales increases after implementation Ideal Skills: - Proven experience with Google Ads and Google Shopping Ads - Strong understanding of e-commerce sales strategies - Excellent analytical skills to monitor and review ad performance Please note that my Google Ads account is active and linked to my new website. ...
I'm seeking a talented storyboarding professional for an eLearning project aimed at graduate business students. Key Responsibilities: - Develop engaging and pedagogically sound storyboards for academic courses in business - Align storyboards with course objectives and learning outcomes Ideal Skills and Experience: - Proven experience in storyboarding for eLearning, specifically for academic courses - Strong understanding of business concepts at a graduate level - Excellent communication and collaboration skills - Proficient in using eLearning development tools and software
...seeking a skilled Python developer with expertise in computer vision and image processing to develop a solution for extracting individual objects (nails) from an image or a set of images. The ideal candidate will have experience with segmentation techniques and be able to deliver precise results in a variety of image conditions. Responsibilities: • Develop a Python-based solution to: • Identify and isolate specific objects (nails) within an image. • Segment and extract each object as a separate image file. • Use computer vision techniques (e.g., edge detection, contouring, or deep learning) to ensure accuracy. • Handle varying image conditions, such as lighting, angles, and backgrounds. • Provide clean, well-...
I'm looking for a professional video editor who can help me with my tutorial videos on Instagram and YouTube. The style of the edits should be professional and clean, reflecting a polished and high-quality standard. Key requirements: - Expertise in editing tutorial videos - Ability to create smooth transitions - Proficient in adding text overlays in a visually appealing manner - Skillful in incorporating animated graphics seamlessly into the content If you have a keen eye for detail and can maintain a consistent professional and clean aesthetic throughout the videos, I'd love to hear from you. Please include examples of similar projects you've worked on in your bid. Need monthly 20 reels for instagram and 10 youtube v...
I need a Power BI expert to enhance the UI/UX of my dashboards and optimize their performance. The specific areas that need improvement include: - Navigation flow: My current dashboards are difficult to navigate, causing delays and inefficiencies in data analysis. - Visual design: The overall visual appeal of the dashboards needs to be upgraded to make it more user-friendly and engaging. - Data interactivity: I want to improve the interactivity of the data to make the dashboards more dynamic and responsive. The ideal candidate should not only have technical expertise in Power BI but also a keen eye for design to suggest better widgets, layouts, and visualizations that improve user experience. Currently, my dashboards are connected to an SQL Database. I...
...Additional Conditions: Backlinks must come from websites relevant to SEO, web optimization, digital marketing, and ranking strategies. Use only white-hat techniques to ensure compliance with search engine guidelines. Permanent placement of backlinks is required. Deliverables Please provide a detailed list with the following information for each backlink: Domain: The domain where the backlink will be placed. Domain Authority (DA): Verified using tools like Moz or Ahrefs. Monthly Traffic: The approximate traffic of the website (Ahrefs/SimilarWeb data preferred). Category: Specify if the site is focused on SEO, digital marketing, or related fields. Link Type: Confirm if it's a Do Follow link and guest post. Sample Link: Provide an example of a published guest po...
I'm seeking an expert web developer to build a multi-vendor ecommerce platform for selling physical products. Key Requirements: - The websi...Requirements: - The website should be capable of accommodating more than 50 vendors. - A comprehensive vendor management system is essential for overseeing the various sellers on the platform. - Although the need for a product review system and wishlist functionality has not been confirmed, these features may be considered for future implementation, so experience with these aspects would be a plus. Ideal Skills: - Proficient in ecommerce website development. - Experience with building multi-vendor platforms. - Knowledge of implementing vendor management systems. Please submit your proposal if you meet these requirements ...
...supporting up to 1,000 devices. The focus of this project is on core functionality and rapid development, with a fixed budget of $5,000. Quality of work is prioritized over complex features. You will be responsible for setting up the backend using Firebase, which will handle IoT device data ingestion (GPS, accelerometer, temperature, audio), user authentication, and subscription management through Stripe or RevenueCat. Additionally, you will develop a user-friendly mobile app using FlutterFlow, allowing users to track their pets' real-time locations, view basic activity metrics, and manage subscriptions. Key skills required include strong Firebase experience, proven FlutterFlow development expertise, and familiarity with IoT data handling and...
I'm preparing for an investor pitch and need a professional business presentation. I have most of the content ready, which includes financial projections, market analysis, and a product overview. I need assistance with: - Design and layout: The presentation should be visually engaging and suitable for an investor audience. - Content review and editing: I need help ensuring the content is clear, concise, and compelling. - Adding animations and transitions: The presentation should have a smooth flow and appropriate use of animations to keep the audience engaged. Ideal candidates should have experience with investor presentations and a strong background in content editing and presentation design.
I have a 30 GB .DAT file containing binary data that needs to be processed and classified using a Convolutional Neural Network (CNN). The output from the model should be classification labels. Ideal candidates for this project should have: - Proficient experience in machine learning, specifically with CNNs - Ability to handle and process large datasets - Familiarity with .DAT and binary data - Skills in data preprocessing and feature extraction - Experience in delivering classification labels from a trained model Your expertise in these areas will be key to the successful completion of this project
...creating logos, banners, business cards, and other printed materials that best represent our clients’ brands. **Job Description** • Convert client logos into vector illustrations. • Design one or more printed materials such as logos, banners, or business cards. • Ensure your designs are creative and align with our clients’ brand identities. **Qualifications** • Advanced proficiency in at least one vector design program (e.g., Adobe Illustrator, CorelDRAW, or similar). • Specialization in the design of any printed material such as logos, banners, or business cards. • Ability to work remotely with discipline. **Benefits** • No experience in printing or production is required. • Each area of expertise is evaluated...
...Shopify expertise to create a modern and sleek jewelry ecommerce website for me. Key Features: - Product Filtering and Sorting: The website should allow customers to easily navigate through our jewelry collections. - Customer Reviews: I want to build trust with potential buyers, so integrating a customer review feature is essential. Special Pages: - About Us: This page should tell our brand's story in an engaging manner. - Blog: The design should incorporate a section for our blog, where we will share jewelry tips, brand news, and more. Ideal skills for this job include: - Proficiency in Shopify - Strong web design skills - Experience with ecommerce sites - Good understanding of modern design aesthetics - Ability to create engaging content for '...
I need an article that persuades readers about certain lifestyle choices. The article should be written in a formal and professional tone. It should also be structured in a way that it subtly promotes these ideas. Ideal skills for this project include: - Excellent writing and editing skills - Strong understanding of persuasive writing techniques - Ability to adopt a formal and professional tone - Experience in writing about lifestyle choices or similar topics - Knowledge of SEO principles (though the primary goal is not to rank)
I'm in need of an expert Postfix developer to assist me with setting up a new Postfix server. The server will be running on Ubuntu, so proficiency in this operating system is a must. Key Requirements: - Extensive experience in Postfix configuration. - Strong knowledge and hands-on experience with Ubuntu. - Ability to set up a new Postfix server from scratch. Your role will primarily involve the configuration of the server, ensuring it's optimized for performance and security. If you have a proven track record in this area, I look forward to your bid.
1. Review an existing PostgreSQL database that was not completely setup this project. 2. Use RETS system to download 20 years worth of historical data from an existing real estate MLS server. 3. Use RESTFUL API to set up daily, incremental downloads of the same data. The existing database is a real estate MLS using a very well established RESTFUL API standard called RESO Web API Core 1.0 (). The reason for using the RETS system to do the initial download is that the number of historical records in some of the data fields has proven to be impractical (tens of millions of records) to download using the API as it is simply too slow. I am open to alternative methods here though. There will be a limited number of transforms (calculated fields) based upon the