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...product/service pages. - Traffic Analysis: Integral to this project is the ability to analyze traffic patterns and user behaviors on the website. - Traffic Simulation: The software should be able to simulate and predict traffic patterns to help optimize the website's performance. Target Audience: - General Public: The software should cater to a wide range of audience, making the website accessible and engaging for the general public. - Business Professionals: It is crucial that the software is designed to also attract and engage business professionals who may be interested in the products and services being promoted on the website. Ideal Skills and Experience: - Proficient in software development, with a strong background in traffic management and analysis. - Prior...

I'm seeking a developer to create a sophisticated gold trading bot, tailored for Meta Trader 4-5. The bot should support automated trading, leveraging real-time market data analysis and incorporate robust risk management features. Key requirements: - Development of an automated trading system that can execute trades independently based on a pre-defined strategy. - Implementation of real-time data analysis capabilities to inform the bot's trading decisions. - Integration of risk management features to ensure the bot operates within acceptable parameters. The project is time-sensitive and I am looking for a professional who can complete this task ASAP. Prior experience in developing trading bots, especially for the gold market, would be highly advanta...

...experienced marketing specialist to devise and implement a dynamic social media campaign. The primary goal missed out being defined; however, natural understanding would appeal to general objectives like increasing visibility, interaction rates, follower count, or overall brand prestige. Key Deliverables: - Comprehensive social media strategy - Execution of the campaign across different platforms - Analysis of key measurable and reporting Required Skills and Experiences: - Proven experience in social media marketing - Understanding of online marketing channels - Proficient in content creation and editing - Ability to analyze and interpret web traffic. Ideal applicants should focus on discussing their relevant experience in their proposals, especially any past successful camp...

...and nail clipping as well as details on popular accessories and pet supplies. - Competitive analysis: Understanding the local and online competition will be crucial for setting up my business for success. - Audience analysis: I'm targeting both dog and cat owners. It's essential to understand their preferences, purchasing habits, and how to reach them effectively. - Booking system recommendations: I plan to offer online booking through a website. Your expertise in this area will be invaluable - I need recommendations on the best platforms and practices. Your Skills: - Market research: You should be skilled in conducting market research and have experience in the pet industry. - Competition analysis: Understanding how to analyze competition in the pet ser...

As a business looking to enhance our online visibility, we're in search of a skilled freelancer who specializes in On-Page SEO. Key project components include: - Evaluating and optimizing on-page SEO for our product pages. - Conducting thorough keyword research and analysis to ensure our content is well-optimized for search engines and resonates with our target audience. - Implementing meta tags, headers, and other on-page SEO elements effectively. The ideal candidate will have: - Proven experience in improving online visibility through On-Page SEO. - Strong knowledge of keyword research and implementation. - In-depth understanding of Google's algorithm and best practices for optimization. - Background in working with product pages is a plus. If you're confiden...

Attention: Social Media Marketing an...media marketing manager? We are a Social Media Marketing Agency that manages and markets the social media of businesses to help them generate more leads and sales. We are looking for an expert social media marketing manager that will create a marketing strategy, create captivating content, create a system for scheduled posts and ads, engage in audience engagement analysis, and monitor account performance and provide an analysis report. On 1-3 platforms(Instagram, Facebook, LinkedIn) To apply please: 1. Provide a few examples of your work 2. Let me know what you charge for a given level of quality Also, so I know that you have read and understood this job post, please start off your response with how many years you have been doing t...

The purpose of this task is to conduct a survey targeting primarily demographic data. Here's what will be involved: • Creation of an interactive online map which will be used as a key tool in the survey. • Data accuracy check to ensure the gathered data is reliable and precise. The ideal freelancer for this role should have experience: - In online survey creation and implementation - Specializing in demographic data collection - Developing interactive online maps It is not necessarily a requirement but a background in geography or demography could be a huge plus.

...of SPSS for data analysis and statistical modeling of observational data. The data is not preprocessed and requires moderate cleaning. Ideal Skills and Experience: - Excellent command over SPSS - Experience in data cleaning and preprocessing - Familiarity with observational data - Demonstrated ability in statistical modeling Your responsibility will include: - Moderate cleaning (some preprocessing needed) of the provided raw observational data. - Comprehensive data analysis using SPSS. - Building statistical models as necessary. Experience in similar projects will be appreciated. This is a key component of our project so accuracy, efficiency, and meticulous attention to detail is the need of the hour. We're keen t...

...This is critical for the introductory test. Goal is to create awareness and drive traffic to the web site as simply as possible. - Audience Targeting: The primary audience comprises home buyers/sellers and renters in the USA. Experience in successfully reaching these groups is a plus. - Detailed Conversion Tracking & Analysis is not required initially but will become important after this introductory test. Total impressions vs time is adequate in this phase; additional data is a plus. Candidates should be able to effectively track the success of the ads, continually optimizing for improved conversions. Potential candidates should have a proven background in online advertising and a strong understanding of digital marketing within the property market. Expertise in ad...

...This is critical for the introductory test. Goal is to create awareness and drive traffic to the web site as simply as possible. - Audience Targeting: The primary audience comprises home buyers/sellers and renters in the USA. Experience in successfully reaching these groups is a plus. - Detailed Conversion Tracking & Analysis is not required initially but will become important after this introductory test. Total impressions vs time is adequate in this phase; additional data is a plus. Candidates should be able to effectively track the success of the ads, continually optimizing for improved conversions. Potential candidates should have a proven background in online advertising and a strong understanding of digital marketing within the property market. Expertise in ad...

I need a refined and comprehensive database of the customers who submit a query on Car Dekho. My primary purpose is to conduct...need a refined and comprehensive database of the customers who submit a query on Car Dekho. My primary purpose is to conduct market research and analysis. Requirements: - The details I need are their full name and contact number. Please omit any other personal or private details. - This data should be provided in a CSV file format, which will be easy to import for various kinds of analysis. Ideal Candidate: - Expertise in data mining and extraction - Proven track record in collecting accurate, high-quality data - Familiarity with the automotive industry is a plus - Strict adherence to data privacy laws - Extensive e...

...particularly to our target audience. - Regular monitoring and optimization of the campaigns to ensure the best possible results in terms of lead generation. Required Skills & Experience: - Proven track record in Google Advertising and SEO, with a specific focus on lead generation. - Deep understanding of the online behavior and preferences of the young adult demographic. - Experience with data analysis and decision-making based on campaign performance metrics. - Strong communication skills, as you'll likely be working closely with my team to align marketing strategies with business goals. Ideal candidates will have a strategic approach to lead generation, along with a good understanding of our target audience's preferences and digital habits. A portfolio...

I'm in need of a talented writer who can craft high-quality, formal and informative cricket match previews. Key Responsibilities: - Write previews for various types of cricket matches including Test matches, One-day internationals, and T20 matches - Focus on aspects such as team analysis, player profiles, and pitch conditions - Create previews for Fantasy Cricket, which will require a good understanding of the game and its nuances Ideal Skills and Experience: - Exceptional English writing skills - A deep understanding and passion for cricket - Prior experience in sports journalism or match preview writing - Familiarity with Fantasy Cricket is a plus, but not essential - Ability to write formal and informative content in a clear and engaging manner Please provide samples of y...

We're in need of legal consultation on contract and business law. Our requirements are as follows: - Review and analysis of our contracts as and when needed. - Expertise expected on both service and lease agreements, involving extensive knowledge of contract law and corporate law - Providing consultancy on diverse legal issues pertaining to business law As an ideal candidate, you should be capable of a thorough review, reading between the lines, and be able to uncover potential legal vulnerabilities and provide advise by one-on-one discussions through calls. We will share the documents in advance and schedule a call for discussions afterwards. Prior experience in contract and business law and law degree is a must-have. Please quote your hourly rate.

I need a skilled statistical analyst to develop a comprehensive report for a sample business. This project entails: - Analyzing diverse data sets to draw meaningful conclusions - Synthesizing data (provided) - Ensuring the report is clear and actionable for a business audience Ideal candidates should have a strong background in statistical analysis, data interpretation, and the ability to translate findings into actionable insights for business decision-making. Prior experience in market research and with sales data is a plus. I would like to pay $50 for this work

...job should be able to: - Improve the overall clarity and readability of the existing content - Add more relevant data and statistics to strengthen the presentation's substance - Enhance the visual appeal using graphics and icons, while ensuring a professional and formal theme throughout - Design the slides in a way that captures the essence of the HDI comparison effectively Given the time constraints, the project needs to be completed within 6 hours, so prompt and efficient work is a must. Ideal skills and experiences for this job would include prior experience in creating compelling and professional PowerPoint presentations, a strong understanding of HDI and economic analysis, and a keen eye for design that can balance visual appeal with formality. Please reach...

More details: Who is your target audience for the Christian apparel market analysis? Men, Women What specific types of Christian apparel are you interested in analyzing? T-shirts, Hoodies Are you looking to analyze the market for casual or formal Christian apparel? Casual

I'm in need of a developer who can create a cross-platform app that seamlessly integrates data from various sources, particularly those utilizing ESRI technologies and ArcGIS. The app's main function will be data collection and analysis, with potential for additional features in the future. Key requirements: - Cross-platform compatibility: The app should be designed to work flawlessly on both iOS, Android devices. - ESRI and ArcGIS integration: Experience with these technologies is crucial for the successful completion of the project as the sources have ungraded from html. - Scalability: The app must be designed in a way that allows for the easy addition of new features as our needs evolve. Ideal skills and experience: - Proficient in cross-platform app d...

...need of a zoning engineer who can provide a thorough zoning analysis for a large property exceeding 5 acres. The analysis is specifically for the purpose of a commercial development. Key Requirements: - Zoning Experience: I need someone with a strong background in zoning analysis, particularly for large-scale properties. - Regulations Familiarity: The candidate should be well-versed in local zoning laws and regulations, especially as they pertain to commercial development. - Attention to Detail: The zoning analysis should be comprehensive and meticulous, ensuring that all aspects of the property's zoning are accurately assessed. It's important that the freelancer has experience in working with the specific type of zoning analysis I'm s...

We are seeking a talented Social Media Marketing Specialist to help promote our new business across various social media platforms, with a specific focus on LinkedIn. As a specialist, you will be responsible for developing and implementing effective marketing strategies to increase brand awareness and drive engagement. Your tasks will...Conducting analytics and reporting on campaign performance Successful freelancers will have - Proven experience in LinkedIn strategies - Strong capabilities in content creation and ad management - A track record of working with businesses geared towards professionals. Skills: - Social media marketing - LinkedIn marketing - Content creation - Social media management - Performance tracking and analysis - Campaign optimization - Advertising/marketin...

I'm in need of an entry-level analyst with a background in international relations, specifically focused on diplomacy and negotiation. Key Responsibilities: - Conducting thorough research and analysis on topics within diplomacy and negotiation - Compiling findings into comprehensive research papers - Ensuring all research is accurate, up-to-date, and pertinent to my objectives The ideal candidate would have: - A degree in International Relations, Political Science, or a related field - Strong research skills and a knack for synthesizing complex information - Excellent written communication skills - The ability to work independently and meet deadlines - Proven interest in diplomacy and negotiation I'm looking forward to working with someone who is eager to learn and buil...

I'm seeking a highly skilled market researcher to conduct an in-depth analysis of emerging technologies within the technology industry. Your main responsibilities will be: To find the tools that I need, fill up all the details that I will supply in a spreadsheet and deliver. The ideal freelancer for this project would have: - Proven experience in market research, specifically within the technology industry. - An understanding of critical emerging technologies trends. - Excellent data analysis skills. - Experience using common market research tools and databases. In order for me to know that you read the requirement, please begin your proposal with "Perfect" This project will provide valuable insights into potential opportunities in the emerging tech...

As an epidemiologist, I have a plethora of medical records and relevant data from public health databases at my disposal. My primary research focuses on infectious diseases and chronic diseases. I'm looking for an experienced data scientist with a strong background in epidemiology who could expertly analyze the data and provide me with statistical models that would shed light on the complex dynamics of these health conditions. Ideal Skills and Experience: - Proficiency in data analysis - In-depth understanding of research design - Experience in statistical modeling - Background in epidemiology or related health field - Familiarity with medical records and public health databases analysis

...this AI advisor is to provide personalized recommendations to customers in order to boost sales. Key Responsibilities: - Develop an AI system that can analyze user behavior on the platform, historical transaction data, and user-provided preferences and interests to generate tailored product recommendations. - Implement a user-friendly interface for the AI advisor that can seamlessly integrate with my website. Ideal Skills and Experience: - Proven experience in developing AI systems and recommendation algorithms. - Familiarity with e-commerce platforms and customer behavior analysis. - Strong background in user interface design and integration. - A passion for children's education and understanding of preschoolers' needs and interests. If you're excited ...

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 ...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 -...

Generate a professional memo on no more than 3 pages that answers these questions for reference and with specificity based on your analysis, for corporate. Go quantitative, actionable and bold. Consider trying a new GenAI tool this time and indicate which you use and how in one sentence.

I am looking for a proficient movie reviewer to write a two-page critique on the plot of the movie, "Civil War". This review should be focused on identifying and discussing the plot holes. - Identify and discuss major plot holes in the movie. - The review is not just about spotting the plot holes, but also providing an engaging and insightful analysis of these inconsistencies in the storyline. - Give a comparison of "Civil War" to other movies in the similar genre and how it stands out or falls flat. The ideal candidate would be someone with an extensive background in film studies, understanding of plot development, and experience in writing movie reviews. Familiarity with the genre of the movie and ability to compare it with other films effectively would be an...

...a thorough literature review as soon as possible. The Role of the Literature Review Your literature review gives your readers an understanding of the evolution of scholarly research on your topic that furthers your inquiry about what scholars are writing about your topic or how they are answering your inquiry question. In your literature review you will: 6-8 pages use a minimum of 4 sources survey the scholarly landscape on your topic possibly provide some historical background, origins significant authors or research that made an impact on your topic provide a synthesis of the issues, trends, or concepts in current research conclude with your revised inquiry question you wish to answer and/or possible next steps for research The literature review is NOT an annotated biblio...

...involves using specific provided information to accurately fill out survey forms on various topics. Responsibilities: Log in and access online surveys using provided credentials. Accurately enter pre-provided details into surveys. Maintain strict confidentiality and integrity of all information. Meet daily and weekly survey completion targets. Address and report any issues encountered during the survey completion process. Requirements: Stable internet connection and access to a computer. Strong attention to detail and ability to follow complex instructions. Prior experience in data entry or survey completion is preferred. Understanding of confidentiality and data privacy. Compensation: Payment will be made on a per-survey basis, with ...

I have a data entry task that involves working with scanned documents and populating an Excel spreadsheet. Key Requirements: - Typing text from scanned documents into the spreadsheet - Entering numerical data accurately - Copy-pasting relevant information - Organizing and maintaining the data in the Excel format Ideal Skills: - Proficiency in data entry to ensure accurate and timely completion of the task - Familiarity with Excel to efficiently manage and organize the data - Experience working with scanned documents is a plus, though not necessary This task requires meticulous attention to detail, as the data will be used for further analysis, so accuracy is key. The work will be ongoing, so I'm looking for someone reliable and comm...

...skilled professional who can help me with the preparation of data for a machine learning project. The main tasks will be cleaning and encoding the data and training an SVM model for classification. Key tasks: - Data preparation: Your main responsibility will be cleaning and encoding the data. This involves preparing the data for analysis and ensuring its quality. - Model training and evaluation: Once the data is ready, you'll train an SVM model for classification. This will involve running the model, analyzing its performance, and making necessary adjustments. Your experience with data preprocessing, particularly cleaning and encoding, will be crucial for this project. As you'll be working with both numeric and categori...

...will include, but not be limited to, creating data entry forms, generating reports, and maintaining the database. Ideal Skills: • Experience in MS Access and VBA is mandatory • Familiarity with creating user-friendly interfaces • Proficiency in designing and maintaining database structures • Expertise in automation of repetitive tasks and processes • Knowledge in data analysis using Access If you have any relevant past work or specific experience in the areas mentioned, feel free to include them in your application. In-depth project proposals are also welcome and will be beneficial in the selection process. The main purpose of the project is to create an efficient and user-friendly interface that automates tasks and facilitates data...

I'm currently facing issues with my website's SEO optimization, specifically low search rankings and a lack of respo...which information will be disclosed to the selected freelancer. Skills and experience needed for the job: - Proven SEO experience. - An understanding of how to effectively target a specific age demographic. - High levels of expertise in all matters of SEO, including generating high-quality keywords, improving search rankings, and driving traffic to the site. - Ability to conduct an initial SEO analysis and suggest areas for immediate improvement. Your brief would involve an initial evaluation, implementing the approved SEO strategy, and possibly maintaining the SEO of the site in the long run. If you're up to the task, I'd be happy to discuss...

I'm seeking a seasoned USA chartered CPA to audit three months' worth of financials on...USA chartered CPA to audit three months' worth of financials on 2 businesses, totaling approximately 250 transactions. Sign off must be by USA chartered CPA. Key essentials: - Experience with auditing financial statements is a priority. - Successful candidates will be responsible for a thorough examination of bank statements, invoices, receipts, and ledger entries I’ll provide. - A detailed analysis of the transactions is a necessity to give me clear insights into my financial status. Having a strong focus on detail, ability to identify errors or discrepancies and critical thinking will be crucial for this role. Your insightful contribution will help me ensure my financia...

...candidates must be UK based only. We are currently recruiting for a UK Business Development Consultant with a strong focus on sales, particularly temporary and permanent recruitment within the logistics sector. This professional must be adept at market research, sales strategy development, client acquisition, and relationship management. Key Responsibilities: - Conducting market research and analysis to identify key opportunities and trends within the logistics, warehousing, and transportation sectors. - Devising effective sales strategies to position our recruitment services competitively. - Acquiring new clients, particularly from logistics, warehousing, transportation companies, and other entities in need of drivers or warehouse staff. The ideal candidate should hav...

As an in-depth financial market enthusiast, I am seeking an insightful data analyst with proven experience in time series forecasting, specifically in the field of stock prices. Key Objectives: • Execute an exhaustive comparative study of NBeats and other Machine Learning models in stock price forecasting. • Examine the performance of these models in relation to accuracy and efficiency. Required Skills: • Proficiency in Time Series Analysis and Forecasting. • Extensive knowledge and application of NBeats and ML models. • Background in financial market analysis and stock price trends. • Ability to interpret complex data and present in an accessible format. This examination should result in a substantial understanding of which ...

Task description: Read the Wall Street Journal Article, "The Economic Losers in the New World Order," (article provided). Then write an essay answering the questi...respectfully, please do not accept this project unless you have the knowledge and expertise on the subjects listed below. The professor does a plagiarism check and an AI check, so please do not plagiarize or use AI. (1,250 word min) * International economics * Import & export regulations/restrictions (subsidies, trade blocs, domestic content requirements, tariffs, etc) and their effects on government, consumers, producers, and net national welfare. Rationale behind motives. * Foreign direct investment (Pros & Cons), effect on economic growth, winners & losers * Differences between developed ...

I'm in need of a skilled Python developer with expertise in data analysis. Your main task will be to help me analyze and derive insights from a set of data. Key skills needed: - Python: Proficiency in Python is a must. - Data Analysis: Previous experience in data analysis and the use of relevant libraries like Pandas and Numpy is highly preferred. - Communication: The ability to translate complex data into clear, actionable insights is crucial. The project doesn't have a tight deadline, so I'm more focused on finding the right candidate with the right skills and experience. Aim for quality over speed.

...competitive analysis, industry insights. The ideal candidate will have a knack for gathering and analyzing data, attention to detail, and the ability to deliver accurate and timely reports. Strong communication skills and the capability to present findings in a clear and concise manner are essential. If you have a proven track record in delivering high-quality research, we'd love to hear from you! Requirement; 1. Filled Verification form with Sign and Stamp along with verifier details. 2. 5-6 geotagged photos in which name board of Issuing Authority is visible. 3. In-case of refusal, I need written refusal statement with Sign and Stamp along with detail of person i.e. name, designation, email and phone number. Skills Required: - Strong background in research and ...

I'm in urgent need of a skilled finance professional to assist with complex budgeting and financial statement analysis. This project involves: - Budgeting & Forecasting: You'll be helping to create a comprehensive budget and forecast to guide our financial decisions. - Financial Statement Analysis: Specifically, I need support with the Balance Sheet and Income Statement. The ideal candidate will have: - Proven experience in similar finance roles - Strong analytical skills - Proficiency with financial tools and software This project is urgent so I'm looking for someone who can start immediately and commit to delivering high-quality work promptly.

I am urgently looking for a skilled data analyst. As this project is essential to the success of my business, I will need someone who has the right amount of experience. Although specific tasks were not selected, a versatile analyst with a proficiency in: - Data cleaning and preprocessing - Data visualization - Statistical analysis would be ideal. When replying to this post, please include your work experience, highlighting any similar projects you've handled in the past. Time is of the essence for me, so I'd prefer someone who is ready to start working immediately.

I am looking for a seasoned professional to create a balanced, text and visuals business development document for my start-up. The primary objective is to attract investors. The document should insightfully incorporate market analysis, a competitive landscape review, and reliable financial projections. Ideal Skills: - Expertise in creating investor attracting materials - Experience in start-up business development - Proficient in crafting market and competitive analyses - Ability to make robust financial forecasts - Skills to balance text content with visually appealing graphics.

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

I need a stock analysis app created. The freelancer has already been tested and chosen to perform this task. So please dont reach out to me to solicit me choosing you to do the job.

...This team should have substantial experience in Amazon marketing, especially with electronics. Key Responsibilities: - Product Listing Optimization: Making sure the products are listed in a way that maximizes their visibility and appeal to potential customers. - Sponsored Advertising Campaigns: Creating and executing ads that will drive traffic to our products and increase sales. - Competitor Analysis: Regularly monitor and analyze the competitors' strategies, pricing, and customer engagement to help us stay competitive in the market. The ideal team should have a proven track record of managing Amazon accounts, particularly in the electronics category. Experience with both organic and paid marketing will be a big plus. The team should be able to work aggressively to grow...

I will provide you Administrative Support, Email Management, Data Analysis and Report Analysis. Client Management, Travel Desk and Proposal Writing is also part of job.

...biogas power plant system. This includes both mechanical assemblies and the biogas engine. The power output target for the plant is 2 MW. The key tasks that need to be fulfilled are: - Generate a comprehensive model and simulate the same in a platform like PS CAD, Matlab or any others suitable for such tasks. - Perform a thorough operational stability assessment. This should include an in-depth analysis covering all aspects of the power system and not just basic functionality. The critical objective of the project is the evaluation and optimization of the biogas engine's performance. Therefore, the freelancer should possess: - Proficient knowledge in simulating complex systems, particularly in the renewable energy domain. - Experience in stability assessment of power sys...

Assignment 1 Marks: 15% towards the module The report should contain a total of 10 pages answer including all questions Spacing: single line Citizen Transport Service State Transport Service (STS) has been in existence for more than 40 years, rising from a family owned private business to a government owned entity. With a fleet of over 500 buses, STS carried more than 2000 passengers on a daily basis around the country. The company employs 7,800 staff and has a government share capital of USD 50 M. The fixed asset is currently estimated at USD 1 billion while the annual turnover is USD. 550 M. CTS has 7 depots around the country to facilitate movement of its vehicles around the island. With rising competition on the market, STS realises that it has to turnaround in...

I'm seeking a skilled C++ coder to assist with my project. As the client hasn't specified the exact purpose, I require you to be skilled in various aspects of C++ coding including data analysis, game development, and system programming. Your application should ideally include: • Information on past related projects • Professional experience in C++ coding • A detailed proposal indicating how you intend to tackle the project While the timeline for project completion isn't set, a prompt demonstration of proficiency will be greatly appreciated. Please only apply if you have broad experience and proficiency in C++ coding. I need a freelancer who understands how to implement websockets using an existing http server framework and knows the graph...