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    I require a specialist who is proficient in Structural Equation Modelling (SEM), particularly with SmartPLS, to conduct hypothesis testing on my collected data. This is pivotal in determining the relationship between variables and also includes the moderation effect. Key Project Tasks: - Conducting hypothesis testing using Smart PLS: Your primary task will be to rigorously test the relationships between the variables I've collected data on, as well as assess the moderation effect. - Report Writing: I expect a comprehensive and detailed report of the hypothesis testing results. The report should be clear, well-structured, and easy to understand, as the results will be crucial for my research. I also want the statistical results from the software (tables) and data...

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    I'm seeking an experienced Pine Script developer to help modify my current strategy. The project involves adjusting the entry and exit conditions. Requirements: - Modify entry conditions: The current entry conditions need to be revised to improve efficiency and accuracy. - Optimize exit conditions: We need to refine the exit conditions to ensure maximum profit and minimal loss. Ideal freelancer should: - Have extensive experience working on Pine Script projects - Understand trading strategies and market dynamics - Be able to suggest additional improvements to enhance the strategy Feel free to share relevant Pine Script projects you've worked on in the past. I'm open to suggestions and looking forward to expert feedback on how we can enhance the strate...

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    I'm seeking a skilled PDF editor focusing predominantly on text editing. Ideally, the editor should allow for seamless manipulation of text within the document. Below are the particular requirements: - Text Editing: This is the primary task. Users should be able to add, remove, or modify existing text with ease. This project requires immediate attention, and experience in editing would be beneficial. Please ensure you can commit to a swift completion before bidding.

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    Hi, Looking for a freelancer who take a site visit and confirm about a site, Just a site visit project and check address validation, ongoing work in future, further discus about task after freelancer response. more information will be provided to the selected freelancer.

    $13 - $40
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    I'm in need of a tech-savvy programmer to build a comprehensive project management software using Trello/ Clickup/ along with Zapier mainly. Some additional software will be google sheets, Jibble.io. This platform should enhance task management, encourage team collaboration, and streamline our time tracking efforts. The key functions of this software should include: - Task Management: The ability to create, assign, and track tasks is essential. The software should allow for task categorization, deadline setting, and progress tracking. - Team Collaboration: The software should facilitate superior communication and collaboration. Features might include chat functions, file sharing capabilities, and project timeline views. - Time Tracking: To enable productivity...

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    I am seeking assistance in removing certain videos from YouTube that are defamatory in nature and adversely impacting my reputation. The task will necessitate: - Proving the defamatory nature of the content - Leveraging support materials to showcase falsity - Working alongside me to restore my online reputation Ideally, you should have experience in digital rights management, defamatory content analysis and a keen understanding of YouTube's policies. Familiarity with legal aspects would be bonus. Proactivity and prompt communication is greatly appreciated.

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    I'm in need of a skilled 3D designer who can bring to life the interior of a luxury camper van. The aim is to create highly detailed and visually appealing 3D photos for presentation purposes. The key focus is the interior design of the van, so I need someone who can really highlight the aesthetic and functional elements within the design. Key Requirements: - Expertise ...and textures - Understanding of interior design principles - Experience in creating visual presentations The project will require a good eye for design, attention to detail, and the ability to bring creativity and realism to the 3D modelling. I'm looking for someone who can really make the interior design of the camper van shine in a 3D presentation. If you have the skills and experience for this task, ...

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    This project is a research project on the legal procedures and needed cost to establish a software consultation startup in some countries, The documentation should be in Microsoft word document, I will communicate the detailed task input and output.

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    I'm seeking a professional freelancer who can meticulously remove text watermarks from various photographs. - Primary Task: Accurate and subtle removal of text watermarks from my photographs, without affecting any area of the images adversely. - Output: Photographs should retain their original quality after the watermark removal. Ideal freelancer must: - Have a proven track record of handling similar projects and using image editing software competently. - Be detail-oriented to ensure that there is no damage to the original image. - Deliver high-quality, original-retaining photographs promptly. Your handling of this task must uphold the integrity of the photographs while removing the watermarks completely.

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    ...Catalog and Pricing: Add new parts and update pricing. Estimation Tools: Generate cost estimates for repairs. Integration with pricing databases. 6. Employee Time Tracking: Track employee hours and integrate with payroll systems with monthly reminder of salary 7. Multi-location Support: Support for multiple locations. 8. Purchase Entry: Include fields for item details, purchase amount, payment method, loan provider, loan amount, cash amount, and purchase date. 9. Sale Entry: Include fields for item details, sale amount, customer details, payment method, and sale date. 10. Feature for Tracking Purchases: Differentiate between cash and loan payments. Specify loan provider and amount. Calculate split payments. Reporting and analysis for payment methods and loan balances. Opti...

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    I'm looking for a Python developer working with Selenium to develop two separate apps. These apps are required to automate the submission of URLs from Text file to two different directory websites. Both websites only accept one URL submission at a time, therefore I need a solution to streamline this task. The data to be submitted is URLs only, with no additional company, product, or service details to be included. Key tasks include: - Building a user-friendly application that can handle and submit multiple URLs to each respective website - Ensuring each app is configured to submit URLs in the specific format or template required by each directory website Ideal skills for this project: - Proficiency in Python and Selenium - Strong experience in web scraping and auto...

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    I'm in need of an experienced hardware specialist to help with my computer. - RAM Installation: The primary task is to install new RAM on my computer, optimizing it for professional work, specifically video editing and CAD. Ideal Skills: - Proven experience in hardware installations, especially with RAM. - Familiarity with professional computing needs, particularly in video editing and CAD. - Ability to work efficiently and effectively to ensure the computer is properly optimized for professional tasks. Please bid if you have the right experience and expertise for this job.

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    I am searching for an efficient freelancer, who is proficient in spoken Czech/Slovakian. Your primary task will be to confirm the shipping addresses for new orders. These orders from our perfume webshop will be generated multiple times a day, so exceptional organizational skills are a must. Calls to our customers need to be made during morning or afternoon business hours; therefore, availability and adaptability to these timeframes are crucial. Ideal Skills: - Fluency in Czech/Slovakian - Excellent verbal communication skills - Customer service experience - Ability to work during specified hours - Strong organizational skills. Expect to interact extensively with our new customers, ensuring their orders are delivered seamlessly. Your affable communication will amplify their sh...

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    As an entrepreneur who values data, I'm looking for a talented individual who can handle a medium-sized excel database (1000-5000 rows) that comprises of numerical, categorical and textual data. Key Tasks: - Data Entry: The selected candidate will need to input some outstanding data into the excel database accurately. Great attention to detail is vital for this task. - Data Analysis: I want someone who can decipher patterns and trends from raw data. This may include evaluating figures, trends, and other areas to draw practical insights. - Data Visualization: After carrying out an in-depth analysis, I want the extracted information to be presented visually to aid understanding and decision-making. Desirable Skills: ...

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    I'm looking for a skilled web developer who can create a sleek and professional informational website targeted at business professionals. Your primary task will be to design and build a normal static website. This is a project that requires a keen eye for design and an understanding of business professional needs. Key requirements: - Proficient in web development - Proven experience in building informational websites - Understanding of user-experience and user-interface design - Ability to work with minimal supervision Your collaboration is key in ensuring that the site is built to meet the high standards expected from the business professionals who will be visiting.

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    I am looking for a skilled Instagram marketer from MUMBAI who understands the preferences and behaviors of adults aged 25-50, the primary target audience for this project. The task requires developing engaging content that showcases and demonstrates various products, thereby creating interest and driving engagement. Key Responsibilities: - Create compelling product showcase and demonstration materials - Develop posting schedules - Analyze engagement data and provide recommendations for improvements Ideal Candidate: - Proficient in Instagram marketing - Has a strong understanding of engagement tactics for an adult audience - Proven track record of using product showcases and demonstrations to drive engagement and conversions.

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    ...years of experience. The development will be done remotely through remote access because the codebase is large and setting it up locally could take days. So, you will be worked on remotely. If the work is satisfactory, I will hire the developer on a regular basis, at least 3-4 days a week. Before starting the job, the code will be shown, and if it's believed that the developer can handle the task, they will be hired. Please bid if you mostly worked on projects from 2015 to 2016, mainly dealing with prop, experience with large react projects. I don't want to work with someone who complains while coding. Please don't tell me this code is too old or anything like that, yes, the code is old! That's why I need to work with someone experienced. If it were easy, ...

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    As a beginner, I'm in need of someone skilled in typing data into Excel spreadsheets. The data entry will involve basic formulas and functions for simple data analysis, and I'm looking for someone who can make this process easy to understand and execute. Ideal Skills and Experience: - Proficiency in Microsoft Excel - Able to explain basic formulas and functions in a clear and concise manner - Attention to detail to ensure accurate data entry - Patience and understanding of beginner level tasks

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    ...experienced professional to automate our Windows Remote Desktop licensing reporting. Currently, we are working with a custom-built solution which enables report generation, license usage monitoring, and scheduling tasks. However, we are looking to streamline these processes. Key Deliverables: - Develop an efficient method for generating reports. - Automate the monitoring of license usage. - Implement task scheduling, ensuring timely reporting. Report Details: Our reports require detailed insights including: - License expiry dates - Number of active users - Current status of licenses The ideal candidate should be proficient with customizing software solutions and experience dealing with Windows Remote Desktop licensing is a plus. Your innovative strategy should improve effic...

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    Seeking a seasoned developer to incorporate an automatic date picking system into a business-oriented website. As no information on the current tech-stack for the site was provided, the programmer should be proficient in handling a diverse range of website technologies. The automated ...understanding of significant website development platforms like WordPress, Django, Laravel, etc. - Proven experience in implementing date picker functions on web-based applications. - Perfect coding skills with an emphasis on producing clean, efficient, and adaptable code. - A strong understanding of UI/UX principles to ensure seamless user experience. - Experience in building for business clients. Your task will also include thorough testing to guarantee the smooth and reliable operation of the da...

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    I need a meticulous and responsible professional to help me with cataloging 1000-1200 books. Here is a detailed breakdown of the project: - **Data Entry**: I need all of the books' titles and their respective authors accurately entered into an Excel spreadsheet. This will be done manually, so you must have excellent typing skills and attention to detail. - **Turkish Characters Proficiency**: An essential requirement for this job is a strong proficiency with Turkish characters. As some of the books will have titles and authors in Turkish, you should be able to accurately interpret and enter these characters. - **Handling Missing Data**: In the event that a book's details are missing or illegible, I would like you to search online for the information. If thi...

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    I am hunting for an accomplished graphic designer with a knack for contemporary designs. The task involves creating a brochure that complements the modern theme of my project. The brochure is expected to be rich in content, with a combination of text, images, infographics, and charts or graphs. Here's what I'm looking for in the ideal candidate: - A strong portfolio of previous brochure designs to demonstrate your skillset. - A modern design sensibility. - Proficiency in creating infographics and charts or graphs. Please note, the exact dimensions of the brochure haven’t been determined yet but be prepared to offer your expert advice on this topic when necessary. When applying, please include samples of your previous brochure designs. Are you the designer who can...

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    I'm looking for a skilled web developer with experience in using Elementor to replicate 2 pages from an unspecified reference website on my website. To make your bid as accurate as possible, here are some project specifics: - Due to lack of specific direction, the freelancer must be able to appl...project specifics: - Due to lack of specific direction, the freelancer must be able to apply critical thinking and creativity in determining the most fitting layout, colors, and fonts to use. - The timeline is flexible, however, candidates who can deliver with speed and accuracy will be highly considered. Knowledge of best practices for web design and proficiency in Eliminator is crucial for this task. I'm looking for a freelancers who offer both efficient and astute insi...

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    I'm in need of a skilled Mailchimp expert who can help me create an efficient campaign to generate leads and subscribers from the general public. - Your primary task will be to design and set up a compelling email series that is centered around promotional offers. - A solid understanding of email marketing best practices and Mailchimp's features is crucial for this project. - Experience in creating lead generation campaigns for a general audience is a plus. - The ability to drive engagement and conversions through email marketing is highly valued. If you have a track record of converting email recipients into leads and subscribers, I'd be interested in hearing from you. Please include examples of previous successful Mailchimp campaigns in your bid.

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    I'm in need of a skilled professional with a solid background in Apache and Linux web server management and PHP. - The task is to migrate my current Apache web server, which is running on a Linux platform, to a new and faster server. - You should have strong experience in Linux systems, Apache servers and PHP. - Experience in server migration is highly desirable. - Knowledge of best practices for optimizing web server performance is a must. There are any business Domains and any Email Accounts running on it. All this must Work again 1 to 1. Also setup cpanel with New Webserver

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    ...Processing and Data Scraping. The ideal freelancer for this job should have: - In-depth knowledge and skills in languages such as Python, Java, or C++ to efficiently build the bot - Expertise in Natural Language Processing and Data Scraping - Experience in building bots, particularly ones focused on task automation Although the bot is primarily for personal use, ensuring its compatibility across different platforms is fundamental. Therefore, any previous experience or knowledge in optimizing bots for varying platforms will be advantageous. We can discuss further the specifics of what platforms the bot should optimally function on as we move forward with the project. To sum up, I'm looking for a professional with robust coding skills, a deep understanding o...

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    ...crucial for my thumbnail to reflect this genre, wherein my photo is highlighted. Key Job Requirements: - Proficiency in graphic design - Understanding of YouTube thumbnail dimensions and guidelines - Familiarity with eSports and particularly, multiplayer online battle arenas - Skilled in Photoshop or any relevant software - Previous experience with eSports related design would be a bonus Your main task will be to design a YouTube thumbnail with these key elements: - My photo: This should be the main focus of the thumbnail Your design should be compelling enough to convince viewers to click on my video out of the sea of thumbnails. Be prepared to make revisions as necessary until the design perfectly aligns with my branding. Show me why your design skills are the perfect fit ...

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    I have a set of handwritten notes that need to be accurately transcribed and entered into a digital format. Key Requirements: - Data Entry: You need to be proficient in accurate data entry from handwritten sources. The notes are not overly complex but attention to detail is critical. - Speed: While accuracy is paramount, I'm also looking for a freelancer who can work efficiently to complete the task in a reasonable time frame. - Communication: It will be great if you can provide regular updates on the progress of the project. Ideal Freelancer: - Experience with handwritten data entry. - Proficient in English language. - Attention to detail with a high level of accuracy. - Reliable and able to meet deadlines.

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    ...-X522 I'm looking for a proficient Android app developer with experience working with Bluetooth Low Energy (BLE) devices and data syncing to an API. Your task will primarily involve: - Developing a Raqmiyat-based Android application using the provided BLE devices. - Utilizing data collected from these devices, which will include location data, temperature, and heart rate information. - Syncing the collected data with a predetermined API. - Generating PDF reports based on this data. - Implementing functionality to produce alerts when a BLE device goes out of range. For this role, comprehensive understanding and experience in Android app development, BLE devices, data synchronization and API interfacing is essential. Familiarity w...

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    I'm looking to hire an experienced backend developer to build a REST API using Spring Boot. The specific functionality to be implemented is for CRUD operations for data. Unfortunately, the type of data this API will be handling is yet to be defined, which requires the developer to be able to adapt as the requirements evolve. The API will need to interact with MySQL Database, thus familiarity with this database technology is critical. Ideal Skills: - Proficiency in Spring Boot. - Experience with MySQL. - Familiarity with CRUD operations. - Ability to adapt to changing requirements. Your task will be to create the API and ensure it interacts properly with the MySQL database. Knowledge of implementing scalable systems will be a huge plus. Being able to communicate...

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    I'm looking for a skilled PHP developer with experience in Codeigniter for urgent task. Task detail - Need to change language in all pages . currently its in portuguese language now convert to english language. I will share URL IN DM. Budget - 1000 INR MAX Must be ready to start now and complete before end of the day ( IST )

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    I'm looking for an experienced and skilled professional to help with the expansion of a container port in Myanmar. The primary objective for this project is to enhance the security of the port, and to increase its overall capacity. Key Tasks: - The main task for this project is to add additional docking bays to the port. The new bays should be designed to accommodate containers of different sizes, and be easily accessible for cargo ships. - The existing security systems and procedures will need to be reviewed and upgraded to ensure they are in line with international standards. Skills and Experience: - A background in civil engineering or port development would be highly beneficial for this role. - Experience with port security systems, and a strong understanding of the ne...

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    I need a PHP developer to update a single word in my script. Specifically, I want to add the country Montenegr...Specifically, I want to add the country Montenegro to a pre-existing list, and have it inserted in the middle. The ideal candidate for this task should be proficient in PHP and have a good understanding of basic coding principles. Experience in handling string manipulation within PHP scripts is important, as you'll be required to ensure the country name is inserted accurately and efficiently. Your responsibilities will include: - Identifying the appropriate place to insert the word 'Montenegro' in the PHP script - Making the necessary changes to the script to reflect the updated country list Your bid should reflect the size and scope of this task...

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    I'm in immediate need of an experienced professional with a strong background in Webmin / Virtualmin on LAMP server, Postfix 3.3 and Ubuntu 18.04 for a swift and effective syste...Requirements: - install and place letsencrypt certs at right places - make sure sudo can upgrade again - Updating Postfix 3.3 on my Ubuntu 18.04 system to the latest, most secure version available. - Enhancing the performance and resolving any bugs or issues in the current system. - Customizing mail server settings for an improved mail delivery. Ideal Skills and Experience: - Proficiency in Postfix 3.3 and Ubuntu 18.04. - Track record of doing similar system updates and enhancements. - Understanding of custom mail server configuration. Please note that this is an urgent project, and ...

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    I'm looking for a skilled Virtual Assistant based in Malaysia to help me with sales activities, it's 2hours task daily. Commission based. Your primary focus will be to go to the shop and do redeeming of cards. we are a Wholesale traders. You don't need to come with a ready-made sales strategy, but you should be able to follow directions and take initiative. Experience in sales, particularly in a physical store setting, would be a plus. You need to be proactive, excellent at communication and a quick learner. Your tasks will involve: - Conducting sales activities - Reporting on sales activities and results -being on time. As a Virtual Assistant, you'll mostly be working remotely. However, I may need you to visit the physical store occasionally. so please c...

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    I am looking for an expert programmer with proficiency in Python and hands-on experience in automation scripting. The task at hand involves the development of two specific scripts. The first one is to create user profiles on the GoLogin browser, while the second one calls for logging into to simulate human-like texting behavior to a specified phone number. Key requirements include: - Developing the scripts in Python - Enabling the scripts to be operable from the Windows command line - Incorporating Selenium for successful implementation Ideal skills would include: - Proficiency in Python - Experience with Windows Command Line operations - Familiarity with Selenium for web automation While Selenium is a mandatory requirement for this project, enriched hands-on experience with

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    I have a consumer goods iphone cover that is in its final design stage, and I need some expert help with its aesthetics. Key Tasks: - Aesthetic Design: Your primary task will be to enhance the visual appeal of the iphone cover. This might involve adjusting the color, texture, or overall look to make it more appealing to potential users. I need from the same design with different color and materils ( 10 product design files ready for production ) Ideal Skills and Experience: - Proven record of consumer goods design - Strong portfolio of aesthetic design - Familiarity with radio design is a plus, but not required - Ability to understand and interpret consumer preferences - Proficiency in relevant design software

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    I'm in need of a skilled graphic designer who can create a professional pamphlet to advertise an event. This task requires: - Inclusion of key information such as event details and timings - Accurate integration of contact information - Proper placement of specific images or graphics related to the event A successful design will merge all the key elements, have a professional tone, and effectively advertise our event. Designers with experience in brochure or pamphlet creation, and those who have a knack for creating professional layouts are ideal.

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    I have After effects file of 3D phones. See file here: Task -- Not the whole video just 15 seconds --- add new background add shadow that moves with the phones add content that plays on front of phones See the effect I need in this reference: See the shadows following the credit cards? I need shadows like that to follow phones Please let me know. thanks!

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    I'm in need of a talented clothing designer to assist in crafting a line of casual men's t-shirts. Ideal candidates will have: - Experience in designing men's casual wear. - A keen understanding of the latest fashion trends. - Proficient in translating concepts into wearable, appealing designs. Your main task will be creating a variety of designs that are both trendy and appealing to a modern male demographic. This role offers a great opportunity to showcase your creativity and contribute to a growing fashion brand.

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    I'm looking for a skilled developer to create an online interface which can upload a Word document and extract key pieces of information to populate a database. Key Requirements: - Extract multi...Quantity. - Metadata Extraction: The primary focus of this project is to extract specific metadata from the document, specifically Date, Description, and Quantity. - Populate Database: The extracted data should then be used to populate a database. Ideal Skills and Experience: - Proficiency in programming languages and tools for working with Word documents. - Experience in developing data extraction and parsing tools. - Familiarity with creating web interfaces for document management. I'm looking for a professional who can deliver a reliable and user-friendly tool for...

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    I require proficient help to tackle a substantial data cleaning and organization job. The task involves over 2000 records that must be meticulously cleaned and streamlined. You'd be working directly in Excel, so a thorough knowledge of this software is essential. Understanding of data organization, deduplication, and data cleaning is required. Aptitude for managing large quantities of data would be advantageous. A keen eye for detail and commitment to delivering high-quality results are crucial.

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    I require an experienced professional who can create a comprehensive list of LinkedIn contacts for ...Canvas Beach Bags. The main aim of this list is to be used for email marketing, so the contacts should be highly relevant and receptive. Key Requirements: - Deliver a list with a minimum of 1,000 entries. - Include the following details for each contact: - Name - Company - Email - Position - LinkedIn Profile Ideal Skills: - Proficiency in LinkedIn data scraping - Experience in email marketing - Attention to detail in data entry - Understanding of the Indian market and/or fashion industry would be a plus I am open to discussing how the emails of the contacts should be verified, and would like to work with someone who can ensure the highest quality of con...

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    I need a comprehensive LINKEDIN CONTACT DETAILS of India-based men's shoe manufacturers who produce for UK-based companies. The information should be in a spreadsheet and include the manufacturer's name, email, and website (with hyperlink). Ideal Skills and Experience: - Proficient in internet research - Experience with data entry/spreadsheet management - Knowledge of the footwear industry would be a plus

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    I'm seeking a skilled developer to create a NinjaTrader trading bot/backtester with functionalities catering to Forex and Futures markets. Key Requirements: - I need the bot to support NinjaTrader, as this is the platform I intend to use. - The bot should have automated trading capabilities, facilitating transactions based on predefined strategies. - I require historical data analysis. The bot should assess past price behaviors and generate insights to aid decision making. - The bot should also be optimized to assess strategy effectiveness and make necessary adjustments while trading. Strategy uses pivot points - the pivot points highlight a certain candle, specifically the high and low of that candle.

 A box is then drawn from that high and low of the candle all the way to...

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    I'm in need of a Korean speaking virtual assistant to assist with a specific task. You must be able to read and write in Korean and English. Experience in shipping products preferred. - I'm looking for help in conducting research and arranging for the shipping of engine components. The vehicle parts are located in Korea and need to be shipped to Australia. You would be researching for suppliers of specific parts, having regard to cost and quality. . Ideal skills for this job include: - Strong research skills - Experience in logistics and shipment handling - Excellent communication skills If you have experience in this field and can assist with these tasks, I'd be happy to discuss further.

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    I need a talented content creator specialized in video production for Instagram and Facebook. The primary audience for this content will be adults aged 25-54. The Task: - Create engaging, high-quality only 5 videos - Optimize content for both Instagram and Facebook platforms Ideal Skills: - Expertise in video production and editing - Strong understanding of best practices for Instagram and Facebook - Ability to translate ideas into captivating videos - Understanding of what content appeals to adults aged 18-70 Previous experience in creating social media content for this age range will be a plus. Looking forward to seeing your creative examples and processes.

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    I need a skilled drafter/architect to make some key changes to a residential plan. The task involves modifying the floor plan and changing the existing layout of rooms. The focus will be on the kitchen and the exterior porch. The specifics of the project include: - Modifying the existing floor plan - Changing the layout of the kitchen and the exterior porch - Implementing an open concept layout - Giving the design elements a modern farmhouse touch Skills and experience required: - Proficiency in drafting and architecture - Experience in residential plan modification - A good eye for design, especially in the modern farmhouse style - Excellent communication skills, as collaboration is key to ensure the changes meet my vision. If you are proactive, creative, and have a passion f...

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    As a small business owner, I'm seeking a Photoshop expert with skills in photo retouching and image manipulation to edit the name on a single-layered image file. Specifically, your task will be to cleanly replace text in a photograph of a document. This project requires a keen eye for detail along with a patient, meticulous approach. Experience editing text in photographs is strongly preferred.

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    I'm looking for someone proficient in data entry to help me transform scanned PDF documents into an organized spreadsheet format. Ideal Candidate: - Proven experience in data entry from PDF to excel or similar - Precise attention to detail to ensure accuracy of the data - Efficiency to meet deadlines with minimal supervision Principal Duties: - Convert scanned PDFs into an Excel spreadsheet - Focus on extracting and entering text content from the PDF documents - Maintain the overall integrity of the original information - Ensure the accuracy and reliability of the final spreadsheet data

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