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    I am searching for a top-notch digital marketing freelancer to assist in my YouTube channel, with a focus on organically increasing subscribers and generating more views. My channel is new with zero subscribers. I am going to launch a video, that’s the first long video of my channel. I want a high volume of organic reach as well as of audience will be exposed to this content. Tasks: - Help me set everything up from scratch. Now it’s not really categorized and well featured. I can grant access. - Consult me the tactics to launch the film, so that a large audience will be exposed to the content, thus a high number of views and subscribers earned. This is an interesting content (about faith and religion). I’m not afraid of the content. I’m just concerned wh...

    $2 - $8 / hr
    Sealed
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    23 bids

    I'm looking for a data entry expert to help me with a project. The specific details of the task are currently being worked out, but it will likely involve the entry of a large volume of text, numbers or images. This project will be suitable for someone with: - Proficiency and experience in data entry. - Ability to maintain high levels of accuracy. - Good time management and organizational skills.

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    ...from a young adult audience, aged 18-34. Key Responsibilities: - Conduct a thorough SEO analysis and implement strategies to improve website visibility among young adults on Google. - Create and manage effective Google Ads campaigns that are aimed at generating leads and sales from this specific audience. - Utilize Google Analytics to track and analyze the performance of the campaign, in order to make data-driven decisions and optimizations. The ideal candidate for this project should have proven experience in: - Running successful Google marketing campaigns, particularly targeting specific demographics. - Proficiency in SEO techniques that can improve website visibility and attract young adult traffic. - A strong understanding of Google Ads and how to optimize i...

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    I am in need of a team of talent acquisitions. Big plus for those who have experience in in the manufacturing industry but mainly : - Two or three years of experience in a talent acquisition or similar role - Experience in full-cycle recruiting, using various interview techniques and evaluation methods - Proficiency with social media, CV databases, and professional networks - Experience in using LinkedIn Talent Solutions to proactively source candidates - Proficiency in documenting processes and keeping up with industry trends

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    ...responsible for conducting a detailed statistical analysis of the provided numerical data. This will involve various statistical techniques and methods to derive insights and trends from the data. - Data Visualization: Once the statistical analysis is complete, you will need to translate these findings into comprehensive and visually appealing data visualizations. These visualizations will be crucial for the interpretation and communication of the analysis results. Ideal Skills and Experience: - Strong Proficiency in Python: A deep understanding and experience working with Python for data analysis tasks is a must. - Statistical Analysis: In-depth knowledge of statistical techniques and methods is essential. - Data Visualization: Experience with data visualization tools an...

    $7 - $52
    Sealed
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    21 bids

    We are seeking a seasoned Data Analyst to assist me with a comprehensive statistical analysis of property data using web scraping tool. Key tasks include the following: - Applying sophisticated statistical techniques to gather and analyze property data (Using Web Scraping Tool) - Providing data analysis in Excel form for ease of understanding and manipulation On this project, your primary focus will be analyzing and visualizing this data so I can better understand property trends and make informed decisions. Ideally, you will have experience working with property or real estate data and can recommend the best way to gather, clean, and pre-process this data for optimal results. The ideal candidate will have skills and experience in: - Advanced Excel - Regression analysis - R...

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    Looking for a professional to run default prompts on ChatGPT 4 and compile the results. This task requires that the bidder has access to ChatGPT 4, and can dedicate 6 to 7 hours each day due to the volume of files. The key expectations for this project include: - Running the required prompts on ChatGPT 4 - Saving the text responses from these prompts - Following a specific template that will be provided to compile and document these responses Ideal Skills: - Prior experience with OpenAI's ChatGPT - Proficiency in documentation and formatting in Word - Punctuality and commitment to timelines - Detail-oriented and meticulous for accurate capture of results - Strong English skills for effective communication and understanding project requirements.

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    I need a method in UE5 to modify an actor's texture based on its interaction with a volume. For instance, an actor becomes visible only in the parts that intersect with the volume, remaining invisible elsewhere. The visibility transition should offer options for hard, soft, or textured effects. This functionality should integrate seamlessly into existing materials.

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    To apply, please include: - A portfolio showcasing the Core PHP websites you've built from scratch. Your past work will offer valuable insight into your capabilities and alignment with what I'm looking for. Description: We are in search of a talented Core PHP developer with expertise in the latest version of Drupal to assist us with the revamp of our web platform. As a Project Manager overseeing this initiative, I am seeking an individual who can not only contribute to development tasks but also provide valuable insights through code reviews of our existing codebase. Responsibilities: 1. Collaborate with our development team to revamp our web platform using Core PHP and the latest version of Drupal. 2. Implement new features and enhancements according t...

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    ...python script with a product JSON like { product_title, product_price, product_images, etc } And i must get back an mp4 video with that information like this video ~hunch_marketing/PLV%20hero% Key Requirements: - Style Preference: I prefer a motion graphics animation, combining both traditional storyboard elements and cutout animation techniques. - Product Details: The animation should display the product name, price, key features and specifications, as well as product images and reviews. - Duration: The animation should be less than 30 seconds. Ideal Skills/Experience: - Proven experience in creating 2D animations, particularly in the motion graphics style. - Proficiency in Python, as the script will be driving the animation. - Familiarity

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    I am in need of thorough, meticulous help with online form filling. The forms to be filled are straightforward, with fewer than 10 fields each, yet they are quite numerous, numbering more than 1000. The ideal freelancer for th...fields each, yet they are quite numerous, numbering more than 1000. The ideal freelancer for this project is someone who: - Has excellent attention to detail - Is capable of working efficiently while maintaining accuracy - Has a strong background in data entry, particularly online form filling If you are a detail-oriented professional with experience in online form filling, who can manage a high volume of forms without sacrificing precision, you may be the excellent fit I'm looking for. Your experience and skills in data entry will be of great value i...

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    ...of a skilled web designer to create an e-commerce website that focuses on user reviews and ratings. Key Project Requirements: - Designing an e-commerce website from scratch. - Prioritizing User Reviews and Ratings: The website should provide a user-friendly interface for customers to leave reviews on products, and for other customers to view and engage with them. - Desktop Version: The primary version of the website will be for desktop users. The ideal freelancer for this project should have: - Proven experience in designing e-commerce websites. - A strong portfolio that features previous work with user-generated content. - Excellent UX/UI design skills. - A good understanding of customer engagement and conversion optimization techniques. Please b...

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    I'm looking for an adept C++ developer with a keen understanding of GitHub and code compilation techniques. Your mission is to compile existing C++ code from GitHub into a DLL. This project doesn't require any modifications or additions to the current functionality of the DLL. Key Skills: - Proficiency in C++ and code compilation - Familiarity with GitHub - Experience in DLL creation and management. The perfect candidate should be capable of delivering a seamless and error-free DLL. Prompt communication and project updates are also appreciated. Looking forward to your bids!

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    I'm searching for a competent Photoshop ex...edges cut-outs while maintaining the original form, quality and details. - Consulting with me on the most suitable format for the cut-outs based on the intended collage project. - Pen tool must be used. Expected skills: - Demonstrated proficiency in Adobe Photoshop, particularly in image extraction techniques. - Confidence with pen tool. - A keen eye for details and precision to ensure lifelike and clean cut-outs. - An understanding of different types of artwork, specifically collage techniques. - Previous experience with collage artwork is highly desirable. Experience in similar projects and a portfolio demonstrating past work will be highly considered. Keep in mind that the main motive is to create tantalizing and eng...

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    More details: What specific edits do you need to make to the PHP Twig theme? Customize the layout, Modify existing features Can you provide more details on the specific layout changes you would like to make? Add features to the homepage Which features would you like to add to the homepage? Voices

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    I'm seeking a seasoned PHP and HTML/CSS expert to assist in building a custom website. Key responsibilities: - Crafting form validation to ensure seamless user experience - Integrating databases for efficient data management - Implementing APIs for enhanced website functionality Experience is a key factor for me. In your application, please include a detailed account of your past projects and the level of experience that you possess in developing similar custom PHP websites.

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    We are seeking an experienced web developer to create a professional website for our construction and building supplies company. The website should be similar in functionality and design to websites like and Allprep.com.au. Key Requirements: Responsive Design: The website should be fully responsive, ensuring optimal viewing and interaction across all devices (desktops, tablets, and mobile phones). Product Catalog: Implement a user-friendly product catalog showcasing our range of construction and building materials, including categories, product descriptions, and images. E-commerce Functionality (Optional): Integrate e-commerce functionality to enable online purchasing of products. Users should be able to add items to a cart, proceed to checkout, and make secure paym...

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    I have an Excel sheet with some data that needs a basic clean-up. I'm looking for someone who can help me with this task. Key Responsibilities: - Remove duplicates from the data - Ensure the data is clean and free from any inconsistencies This task is fairly straightforward and doesn't require any advanced data cleaning techniques. It's more about ensuring the data is accurate and removing any unnecessary repetitions. Ideal Skills: - Proficiency in Excel and data entry - Attention to detail - Ability to follow instructions and deliver work accurately and on time This project is ideal for someone who is starting out or looking for a quick task to complete. If you're good with Excel and data management, this would be a good fit for you.

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    I am in need of photo editing services that include retouching, color correction, and background removal to perfect my personal pictures. Key areas of focus: - Retouching: Enhance the overall appearance of the images to remove any flaws or blemishes. - Color correction: Adjust the...blemishes. - Color correction: Adjust the color balance, tone, and saturation in the images to ensure a natural and vibrant look. - Background Removal: Ensuring a clean and distraction-free background in each photo. The final images should be delivered in JPEG format. Prior experience in photo editing and retouching is beneficial. The ideal freelancer should possess strong skills in color correction techniques and efficient in background removal tools. A keen eye for detail and creativity would be ap...

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    I need a Mathematics expert who can calculate the volume of a 3D donut shape and provide me with the full step by step detailed workings of how the volume is calculated using first principles. Key Requirements: - Volume should be calculated in cubic millimetres. - I will provide the details of the shape through a sketch or image and description, which you will use to calculate the area. Please provide your past work and experience in similar projects in your application. Ideal Skills and Experience: - Proven experience with Mathematics, particularly in geometry and volume calculations. - Strong ability to interpret and work with sketches or images to derive accurate measurements.

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    I need a simple program with PHP. I will explain the task to a developer.

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    I am in search of a seasoned Instagram designer and video editor. I have a focus on promoting my products on this platform and aim to produce vibrant, colorful graphics and video content that will make my products stand out and engage viewers. Key Responsibilities: - Develop and design vibrant, colorful graphics for Instagram - Create engaging promotional videos with skilled editing techniques Ideal Skills: - Expert in graphic designing and video editing - Highly creative with a good eye for color - Mastery of design software and editing tools - Excellent understanding of the Instagram platform - Prior experience of designing product promotional content. I look forward to receiving bids from passionate creatives who can help me make an impact with my product promotions on I...

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    ...have the capability to visualize the data from my local files. The visualizations should be in the form of static charts and graphs. Ideal Skills and Experience: - Advanced Excel Skills: You should have extensive experience with Excel, including creating complex formulas, using VBA for automation, and chart creation. - Data Visualization Expertise: A strong understanding of data visualization techniques and tools will be beneficial. - Software Development: Experience in developing bespoke software within Excel would be advantageous. Please note that while the visualizations need to be created using Excel, I'm open to suggestions for automating spreadsheet tasks using other software if necessary. I'm looking for a solution that is efficient, accurate, and user-friendly...

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    I need a Shopify expert to speed up my website, with a focus on the homepage, product pages, and collection pages. Key Tasks: - Identify areas of the website that are causing slow performance - Optimize the loading speed of the homepage, product, and collection pages - Ensure the website is mobile responsive Experience Required: - Proven experience in Shopify speed optimization - Familiarity with the Shopify platform and its limitations - Strong knowledge of web performance tools and techniques - Understanding of mobile responsiveness best practices - Ability to deliver the project ASAP

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    I am struggling with a range of issues in my SQL database that are affecting my business operations. The primary challenges involve: - Slow database performance. - High CPU usage rate. - Regular timeouts and deadlock situations. The size of my database is substantial, sign...target areas for amelioration in the SQL database include: - Efficiency of the queries. - Table partitioning strategy. The ideal candidate should evidence expert skills and a successful track record in managing large SQL databases, improving query efficiency, and implementing effective table partitioning strategies. In-depth knowledge of comprehensive database performance tuning and optimization techniques, coupled with the ability to solve complex technical challenges like timeouts and deadlocks, is highly ...

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    I am looking for a seasoned video editor who specializes in advanced editing such as color grading and visual effects. The final video will be posted on YouTube and Instagram. Your task will be to enhance the footage to ensure it captivates our social media audience. - Your tasks: - Apply advanced editing techniques to the raw footage. - Modify the color grading to enhance the overall video. - Apply various visual effects to engage the audience. Ideal Skills: - Advanced video editing - Deep understanding of color grading - Experience with creating visual effects - Experience editing for YouTube and Instagram - Ability to work within tight deadlines Please provide a portfolio of videos you've edited, particularly mentioning any social media content. Experience with so...

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    I need the right professional who will work on a couple demonstrations of object controls on a hosted page such as a table, checkbox listbox, textbox, checkbox label, button and labels. More milestones possible. JavaScript and PHP codes are available for use on host directory. Checkbox listbox was available from past code which will be shown on the demonstration page which may require renaming and placing files appropriately. Checkbox lable also may be easily possible to place on the demonstration page.

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    I'm seeking skilled cameramen to create engaging 1-2 minute lifestyle reels. Demonstrated expertise in capturing the finer nuances of lifestyle moments will be a strong advantage. Although the details on the shooting techniques were skipped, creativity and innovation in capturing and presenting these reels are highly valued. Preferred Skills include: - Experience in lifestyle, travel, fitness, and food videography - Ability to deliver under tight deadlines - Flexibility to adapt to diverse shooting environments Remember to bring your creativity along. Your style will help bring these lifestyle moments to life!

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    For this project, I require a PHP developer well-versed in backend development, frontend development, and database management, with a special focus on integrating APIs. The crux of the job consists of integrating payment gateway APIs, specifically Razorpay API, into a working PHP platform. The platform is already built, and your role will be to ensure that Razorpay functions smoothly and correctly within it. Ideal Skills: - Proven experience with PHP development - Proficiency in API integrations - Hands-on experience with Razorpay API - Expertise in managing databases - Ability to work on front-end and back-end. Please bid if you align with the above-mentioned specifications. Your proposal should detail your experience with Razorpay API and PHP development.

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    I'm seeking a tech-savvy professional with extensive PHP script writing expertise to automate social media postings . 1. Facebook Page Objective and Tasks: 1. I queue the post using HTTP POST , ex: {"ttile":"post title","content":"Post content","img":"img_url"} may i know if required any paramers for Fb SDK to POST 2. It post content respective facebook page and return status true or false Delivery: 1. Only PHP script file is enough

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    As a developer with JavaScript/PHP and HTML expertise, I need your help to extract the content from a third party website and store them in variables. Coding skills aligned with this task are required. Key Goals: - Pull entire content from designated websites utilizing JavaScript/PHP/HTML - Store the extracted data in designated variables for easy manipulation and future use Skills and Experience: - Proficient in JavaScript/PHP and HTML, Web scrapping techniques Please note, no additional processing or transformations are needed post extraction. I look forward to working with a reliable and skilled professional in this field to achieve my goals quickly and efficiently.

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    I'm in search of an artist to re-create a book cover for my fantasy novel. I'm using this as a test to find an artist to work with in the future for my second book which will require more work and discussion. Please find attached the cover art for my first book which I'd like replicated with the same digital techniques for continuity. It doesn't have to be perfect, only enough to show a similar experience and skill to the original (hence the lower project cost which will be adjusted for the full project with book 2). Please do ask questions. :)

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    I'm seeking a talented developer to assist in setting up and managing a database system using Anaconda. The key features I require are Jupyter Notebook and Conda virtual environments. The primary use of this system will be for data analysis and visualization. I'm looking for someone with excellent knowledge of data analysis tools and techniques, as well as experience working with Anaconda. Ideal skills and experience for the job: - Proficiency in database management using Anaconda - Expertise in data analysis and visualization - Knowledge of setting up and managing Jupyter Notebook and Conda virtual environments - Experience in data analysis and visualization projects

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    I'm in search of a self-driven and skilled C/C++ developer who can help optimize certain aspects of a project I'm working on, specifically surrounding data-structure optimization. While I don't have any particular methods or techniques in mind, I'm open to discussing any known to be effective. The tasks might include, but are not limited to, implementing data structures, writing algorithms, debugging, and code optimization..

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    I need a type of CRM, I have laid out task details in doc attached. Ideal Skills & Experience: - Extensive experience with Laravel - Familiarity with backend development, database management, and API integration - Proven record of completed projects Application Requirements: Freelancers should include a detailed breakdown of their experience in their application. Highlight your experience and skills directly related to Laravel and the aforementioned tasks. Proven experience is key, make sure this shines through in your application. Looking forward to your bid.

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    I'm in search of a self-driven and skilled C/C++ developer who can help optimize certain aspects of a project I'm working on, specifically surrounding data-structure optimization. While I don't have any particular methods or techniques in mind, I'm open to discussing any known to be effective. The tasks might include, but are not limited to, implementing data structures, writing algorithms, debugging, and code optimization..

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    I'm looking for a data entry operator who can assist me with cleaning, verifying and entering a small volume of data from handwritten documents. - The task involves verifying data for accuracy, identifying and correcting errors, and entering the information into an Excel or CSV file. - The data volume is small, around 1,000 records, making it an ideal project for someone who is detail-oriented and meticulous. Ideal candidates should have: - Experience in data entry and data cleansing tasks - Proficiency in using Excel or CSV files - High level of attention to detail - Ability to work with handwritten documents If you possess these skills and are interested in working on this engaging project, please submit your proposal.

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    I'm in search of a self-driven and skilled C/C++ developer who can help optimize certain aspects of a project I'm working on, specifically surrounding data-structure optimization. While I don't have any particular methods or techniques in mind, I'm open to discussing any known to be effective. The tasks might include, but are not limited to, implementing data structures, writing algorithms, debugging, and code optimization..

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    I'm seeking an experienced professional who can proofread and rewrite a document of approximately 1000 words. The document's currently in English but it needs to be tailored to an audience of academic professionals. Key Requirements: - Proofread for grammar and language: A strong command of the English language is cruc...precision. - Background in Humanities and Social Sciences: A solid understanding of the content's field of interest, Humanities and Social Sciences, would be an advantage. Ideal Skills and Experience: - Proven experience in academic writing or editing, particularly for an academic audience. - Excellent command of English grammar, punctuation, and style. - Strong understanding of persuasive writing techniques. - Previous experience in social sciences...

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    ...and Video Uploads: High performance media hosting for clear and appealing visual display of products. - Description: Detailed information and specs about each product for a more informed shopping experience. The app will be primarily designed for selling physical products. Therefore, the ideal candidate would possess a strong understanding of retail and e-commerce app development trends and techniques. Previous exposure and knowledge about inventory management, secure payment gateways and customer engagement mechanisms can give potential candidates an edge. To ensure seamless user experience on both platforms, proficiency in both iOS and Android app development is strongly preferred. A new auction house for vehicle marketplace Must be user friendly and secure Memebership logi...

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    I'm looking for a digital marketing guru with a wealth of experience in managing and optimizing social media ads, particularly on Instagram and YouTube. I've got some clear goals for these channels that I...Proven track record in running successful ad campaigns on Facebook, YouTube, Instagram. - Experience in growing follower base and increasing engagement. - Ability to understand and target specific demographic groups on social media. Please ensure that you can provide the following: - Recommendations for running retargeting campaigns. - Strategies to maximize engagement and follower growth. - Techniques to optimize for specific target audiences. In your proposal, please share your previous experience in these areas and how it could benefit my channels. Looking forward ...

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    I'm looking to create an innovative way to showcase photos album. - The idea is to display these photos on a map as markers, with each marker revealing a thumbnail image of the photo upon interaction. - Further, I want additional information like the location name, a description or caption of the photo and the...revealing a thumbnail image of the photo upon interaction. - Further, I want additional information like the location name, a description or caption of the photo and the date it was taken to be included with these photo thumbnails. Ideal skills required: - Proficiency with WordPress and related plugins - Understanding of interactive map integration - Good design aesthetics and thumbnail generation techniques Experience in creating similar photo mapping projects w...

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    ...editor to collaborate with us on creating captivating content for our Instagram, Reels, and TikTok platforms. As a growing brand, we understand the importance of visually appealing and engaging content to connect with our audience effectively. Responsibilities: Editing raw footage provided by us to create engaging videos tailored for Instagram, Reels, and TikTok. Implementing creative editing techniques, transitions, and effects to enhance the visual appeal of the content. Ensuring the videos align with our brand aesthetic and messaging. Meeting project deadlines and delivering high-quality edited videos consistently. Requirements: Proficiency in video editing software such as Adobe Premiere Pro, Final Cut Pro, or similar tools. A strong portfolio demonstrating previous experi...

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    I'm in need of a seasoned SEO professional to help me enhance my website traffic and overall search engine visibility. Key On-Page Optimization Needs: - Conduct thorough keyword research and optimize the content based on the findings. - Implement meta tags optimization to improve search engine visibility. - Optimize the content to make it more SEO-friendly and engaging. - Address all Google Console related issues. - Optimize images for better search engine ranking. Key Off-Page Optimization Needs: - Build high-quality backlinks that are relevant to my niche. - Submit my website to credible online directories for better visibility. - Remove any detrimental backlinks that might be harming my SEO efforts. - Ensure that the website is optimized for mobile view for ...

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    ...experienced Freelance Website Creator to develop a professional and user-friendly website for our business. This role offers the opportunity to showcase your creativity and technical skills while contributing to the success of our company. Position Overview: As a Freelance Website Creator, you will be responsible for designing and building a responsive and visually appealing website that effectively showcases our rental offerings and attracts potential customers. You will work closely with our team to understand our brand identity and business objectives, and then create a custom website that reflects our unique value proposition. Responsibilities: Collaborate with our team to define project requirements, goals, and target audience for the websit...

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    ...configure a comprehensive daily dashboard and insightful reports. Key Requirements: - Data Sources: Excel spreadsheets, CRM systems, BigCommerce, Google Adwords, and Google Sheets - Metrics to Track: Sales revenue, Website traffic, Customer acquisition cost, Inventory levels, and Gross Margin - Update Frequency: Daily Ideal Skills and Experience: - Proficient in Power BI; capable of integrating various data sources seamlessly - Experience in creating dashboards and reports for Sales, Marketing, and Inventory data - Strong knowledge of ETL processes and data visualization techniques - Ability to automate data refresh on a daily basis Your deliverable will be a fully functional and automated Power BI dashboard that visualizes the mentioned metrics accurately and succinctl...

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    I'm in need of a skilled WordPress Blog Manager for my basketball-focused blog. Your responsibilities would include: - Regularly posting engaging and informative content related to the basketball niche - Writing and maintaining player profiles, game recaps, training tips, and basketball ...Your responsibilities would include: - Regularly posting engaging and informative content related to the basketball niche - Writing and maintaining player profiles, game recaps, training tips, and basketball skills The ideal freelancer should have: - Proficiency in WordPress, as this is the platform I'd like the blog to be built on - Understanding of basketball, its players, and its training techniques - A good eye for detail to maintain a professional and clean blog aesthetic I...

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    I'm in need of an SEO expert to optimize my website, , which operates as a specialized Technology Search Firm focusing on recruitment. The primary goal of this project is to increase organic traffic, especially from employers looking to hire. I want the site to display like the attachment. I have a company google page. Key Responsibilities: - Conduct a comprehensive SiteMap - Perform a thorough security audit - Implement on-page SEO for content optimization - Optimize site structure and sitemaps for technical SEO - Enhance off-page SEO through backlinks and social media activities Ideal candidates should have: - Proven experience in SEO, with a focus on increasing organic traffic - Specialization in optimizing websites for recruitment or related industries

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    Project Title: Mobile Page Loading Time Optimization for Kajabi Website Description: I am looking for a skilled Kajabi developer who can help me optimize the loading time of 30 slow-loading mobile pages on my Kajabi website. Currently, the mobile pages take more than 5 seconds to load, which is causing a poor user experience and affecting my website's performance. My site is Specific Requirements: - Improve the loading time of mobile pages on my Kajabi website to ensure they load within Google's recommended timeframe (less than 2.5 seconds). - Identify and resolve any technical issues or bottlenecks that are causing slow loading times. - Implement best practices and optimization techniques to enhance the overall performance of the mobile pages. - Wo...

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    I'm in need of a versatile data scientist who can expertly navigate both Python and R. For this assignment, you should be proficient in various data analysis techniques including: - Predictive modeling - Data visualization - Statistical analysis The dataset I'll provide comes in Excel format. Your task will be to demonstrate these techniques in Python and R as accurately as possible. Please submit a bid if you're confident in your ability to efficiently illustrate professional-level data analysis in both languages. For now, I only need Part 1 and Part 3 to be done. Part 1 has multiple subparts and should be done in R language. While Part 3 should be done in Python

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