I am seeking a proficient data scientist to help me extract and analyze information within the Bangladesh construction industry. This project focuses on market trends, industry analysis, and project specific statistics. This project's primary intent includes: - Uncovering market opportunities - Competitive analysis within the construction sector The findings will be utilized for: - The development of robust marketing strategies - Making data-driven business decisions Ideal candidates should have prior experience in data mining within the construction industry and have a solid understanding of market analysis and project statistics. Previous work within the Bangladesh market would be advantageous.
I urgently need an experienced web scraper who can extract data efficiently from multiple websites. Applicants' guidelines are as follows: 1. Websites for Scraping: Due to security concerns, the websites to be scraped will only be shared with the selected freelancer. 2. Application Contents: I didn't explicitly mention what I want freelancers to include in their applications. However, demonstrating your skills, experience, and past work related to web scraping will surely be a significant advantage. 3. Project Deadline: I require this project to be completed as soon as possible. Please include your estimated completion date in your proposal. Ideal Skills & Experience: - Proven experience in web scraping - Knowledge of Python, Selenium or other scraping tools...
...will parse, extract, and vectorize content to understand issues. An explainable ML model like LIME will then diagnose the problem and provide steps, code samples, etc to resolve it. The LLM will be RAG augmented based on a vector protocol of a list of sites to augment the LLM. Key Criteria for Success: Robust technical execution that meets core requirements Modular, extensible architecture for flexibility over time Quality, well-tested code delivered on time Clear, prompt communication throughout project Key Components: Text/file ingestion and vectorization Semantic similarity search in Milvus/SPTAG Local post-hoc model explanations Production-ready Flask/FastAPI UI Documentation and usage guides Document Ingestion (spaCy, Beautiful Soup, PyMuPDF): Scrape/ingest docs, extrac...
I'm on a quest to build a vibrant online forum for discussion and networking. A space where engaging dialogues are initiated, resources are shared liberally, and connections are built organically. It's intended to be more than just a platform, but a thriving community where everyone comes together to exchange ideas, insights, and learnings. Key Components of the Site: - Resource Sharing: As part of fostering knowledge exchange, the website will feature robust resource sharing capabilities. Users should be able to freely access and share E-books, articles, online courses, case studies, white papers, and online applications. - User Interaction: The success of this community hinges on dynamic user interactions. Therefore, the forum should support posting comments a...
As a business focused on making data-driven decisions, I am seeking an expert to create a data analytics tool from scratch using ReactJS and AWS. The tool will analyze an array of data sources and present the results using insightful visualization techniques. Here are the requirements: - Implement Amazon Cognito for user authentication and authorization - Utilize AWS Amplify for the app's development and deployment - Integrate AWS API Gateway for efficient data exchange - Integrate Stripe for payments. Need complete flow Our tech stack looks like: - Amazon Amplify for app backend, and front end - Gatsby JS coupled with AppSync for front end - Amplify UI and MUI Material for UI components Features that I need: - End to end user journey - from logi...
...seeking an experienced data scientist and analyst to support me in improving my business operations through a data-driven approach. The project will involve tackling tasks across data cleaning, statistical analysis, and data structuring and algorithm implementation. Ideal Skills and Experience: - Proficiency in data cleaning and preprocessing to ensure that the data is in its most usable, accurate, and complete state. - Strong statistical analysis and modeling skills to extract meaningful insights and make accurate predictions. - Excellent experience in structuring data and implementing algorithms that are tailored to business needs. Data Sources: - Social Media Data: You should be comfortable working with a variety...
I'm in need of an experienced token developer who can create a versatile set of tokens to cater to various needs. The project encompasses: - Crafting both utility tokens and security tokens to align with the diverse functions and requirements. - Developing stablecoins ...distribution of the tokens. - Token sale through exchanges: Capable of navigating the process of listing tokens on exchanges for sale and trading. Ideal candidates should: - Have a proven track record in developing utility, security, and stablecoin tokens. - Possess a deep understanding of loyalty programs and asset tokenization. - Be highly experienced in ICO launch, airdrop campaign setup, and token exchange listing. - Demonstrate strong communication skills to ensure a collaborative and transparent workin...
We need to create a web-page for an FX Currency Exchange. Its very comfort because we dont have to link any API or use a hard coding skills. We need the project have very good visuals looking for atract clients. All its made via WORDPRESS We going to bring admins acces to the wordpress project to let the editors make any change as they want. Remember the base of the project has to be the same as the websites examples.. Some examples:
I need a skilled freelancer to extract table data from a PDF file. The extracted data will be used for analysis in a Microsoft Excel spreadsheet. Key Requirements: - Extract tables from a PDF - Ensure data quality and integrity - Deliver the data in a Microsoft Excel format Ideal Skills: - Proficiency in PDF data extraction - Strong understanding of table structures - Experience in working with Microsoft Excel - Attention to detail and accuracy is crucial look attached PDF and EXCEL then Bid, start Bid writing PDF and sample attached. So I know you look my file
...professional who can help me extract specific data on the results of the Tokyo 2021 Paralympic Games from the official website - The data I require includes: - Athlete profiles - All the results of each competitor - Medal winners The extracted data should be presented in a CSV file format. It should be in a similar format as this dataset on the results of the Olympic games: No specific analysis is needed on the extracted data. Ideal skills and experience for this job include: - Proficiency in web scraping - Experience in data extraction - Expertise in data formatting and CSV files Your professional approach and ability to deliver accurate, complete data will be crucial. Please
...the contemporary digital age, the legal landscape is evolving rapidly, and the need for efficient, accessible legal services has never been greater. Our project aims to revolutionize the traditional legal practice by creating a web-based platform that dematerializes legal processes, enabling seamless document exchange and teleconference appointments. Key Features: Document Exchange: Our platform provides a secure and user-friendly interface for clients and legal professionals to exchange documents swiftly and securely. Clients can upload documents, such as contracts, pleadings, and evidence, directly to their case file, eliminating the need for physical paperwork and reducing administrative burdens. Real-Time Case Updates: Clients can stay informed about the progr...
...Description: We are seeking a skilled Freelance Full Stack Developer with experience in AI technologies, web development, and data processing to build an automated pipeline for creating AI images. The successful candidate will be responsible for developing a complete solution that includes trend analysis, automated prompt generation, integration with image generation APIs (such as DALL-E, Stable diffusion and MidJourney), backend infrastructure setup, and frontend design. Responsibilities: Trend Analysis: Implement a system to analyze and extract trends from Google searches stored in an Excel file. Prompt Generation: Develop an automated system to convert trend data into creative prompts suitable for image generation APIs. API Integration: Connect with external AP...
...shipping company's REST API. Key Requirements: - 2 buttons are needed in backend wp. 1: ADR shipment (dangerous goods) 2: normal package - After generating the shipping label the custumor should receive the trackingcode. - After generating label is must be printed automatically on a zebra printer. - The plugin must be able to communicate with the Transmission shipping company's REST API. - Data exchange should be smooth and secure. - The plugin should be well-organized within WordPress, and easy to understand and use. Ideal Skills: - Strong experience with WordPress plugin development. - Good understanding of custom API integration. - Previous experience working with REST APIs. - Attention to detail and a focus on security. Please only apply if...
I am seeking an experienced developer to create a website scraper which is capable of collecting various pieces of data. This savvy tool must be designed to extract from () site: - Text content - Images - Product information - Address - Contact details - Videos It is essential for the scraper to perform its task on a daily basis. Yet, there won't be a need for the gathered data to be automatically integrated into a database. Ideal Skills: - Web scraping - Developing scraping bots - Programming knowledge - Manual data mining expertise Please only apply for this job if you have significant experience in creating web scrapers. This project requires a quick turnaround, so the ability to work under time constraints is key. Let's converse about specific...
I'm in need of a skilled data analyst to conduct a thorough regression analysis using panel data in R. The primary goal is to understand the impact of one variable on another within a dataset that includes between 6-10 variables. Key Project Requirements: - Utilize panel data: Experience in handling panel data is a must for this project. The ability to understand the nuances of this data type will be crucial for accurate analysis. - Regression Analysis: In-depth knowledge of regression analysis is required, especially in the context of panel data. The ability to extract meaningful insights and estimate the impact of one variable on another is the core task. - Data Interpretation: The successful freelancer will be able to provid...
We are looking for a freelancer with strong web scraping experience for an exciting and challenging project. We need to gather specific data from multiple online sources and transform it into useful, structured information for analysis. Responsibilities: Utilize web scraping techniques to extract data from selected websites. Automate the extraction process to ensure accuracy and efficiency. Clean and structure the collected data into readable and usable formats. Integrate the extracted data into a database or spreadsheet as needed. Collaborate with our team to understand specific requirements and ensure the quality of the obtained data. Requirements: Demonstrable experience in web scraping using tools like Python (Beautiful Soup, Scrapy), Seleni...
...designed to integrate data from various advertising platforms, website activity, CRM, and Marketing Automation Platforms (MAP) to provide a unified view of marketing performance. We require a highly skilled and efficient Data Engineer or Architect who can handle data export processes, model and create tables and entity relationships, and develop an efficient and scalable database within a tight one-month deadline. ### Responsibilities: - Data Integration: connect and streamline data from multiple sources including ad platforms (like Google Ads, Facebook), website analytics tools (e.g., Google Analytics), CRM systems (e.g., Salesforce), and MAPs (e.g., HubSpot). - **Accelerated Database Design:** Design and implement a robust and scalable database that...
I need a web scraper to extract specific data from various websites. The project will involve: - Identifying the necessary data to be scraped - Building a scraper to extract this data Ideal skills for this job include: - Proficiency in web scraping tools - Familiarity with web data extraction techniques - Ability to work with and extract data from various websites Please provide your quote for this project.
I have an Excel sheet full of text data that I need typed up. The data is currently in a PDF file, so you'll have to extract it from there. Once the data is in the Excel sheet, it needs to be organized into tables. Key Requirements: - Data entry of text from a PDF into Excel - Organizing text data into tables in Excel Ideal Skills: - Proficiency in Excel - Fast and accurate typing - Attention to detail - Experience with data formatting in Excel Looking for someone who can complete this task in a timely and error-free manner.
...looking for a skilled web scraper who can extract detailed information regarding the sellers on the Miravia website. Requirements: - Extracting Seller Data: The main purpose of this project is to gather information about the sellers on the Miravia platform (). This includes the shop_id shop_name Ivl1_cate_name product_number avg_price shipping_duration company_location phone_number email_address vat_number company_name shop_rating shipping_on_time % followers comments etc. I require 10,000 entries of data I require the data to be well-structured and organized into a CSV or Excel file for further analysis. Skills and Experience: - Proficiency in Web Scraping: The ideal candidate should have extensive experience in web scraping and data extraction....
...number ... - the time position/time code ... - the data detected ...... - e.g. the sharpness and this should be outputed in a JSON file per video file. Ideal Skillset: - Proficiency in Python - Experience with video processing libraries (like OpenCV, PyAV, or MoviePy) - Experiences with OOP (classes and lists) - Familiarity with JSON output format. Milestones: MS1: provide python OOP module to measure the blurness & sharpness quantification of images and videos data will be written in same filename but with .json as extension we will share you testing images and videos 2 modes required - demo mode with showing the video+persisting the demo video - performance mode, which only processes the data MS2 same as MS1, except now you extract the differe...
...should be able to provide real-time monitoring and reporting of cash flow changes. User Data Input: - Integrating with Accounting Software: The tool should allow users to input their financial data by directly integrating with their existing accounting software like quickbooks. Ideal Skills: - Proficiency in SaaS tool development using a no code tool flutterflow - Experience with real-time data processing - Previous work on financial reporting tools - Familiarity with integrating systems with accounting software User journey - Register with Google account - link with accounting platform like Quickbooks (1 click integration) - Extract data and save the data in AWS securely - Do some calculations on the data (we will provide it) - Di...
...freelancer who can work with OpenStreetMap data to extract specific elements and format them into a .csv file. Key Requirements: - Extracting Geographical locations: ID (from OSM), ZIP, City, District of City, Federal State, District, Street, Housenumber, Latitude, Longitude. If available the Community and the Code of the Community The dumpfile is on: The Download and Format-Process should be automated and if possible triggered with a download Button on an HTML Page. By clicking on the Download button, the process of formating the OSM into .csv is startet. Coding of .csv should be UTF-8 Ideal Skills: - Proficiency with OpenStreetMap data and extraction tools. - Experience in formatting data into .csv files. This is a monthly project
Project as discussed via chat containing requirements covered in: CashPlus Merchant Credit Advance Instruction Admin Dashboard (1).pdf
I am looking for a professional who has experience in data scraping to extract email addresses of senior level employees in the Building Industry, specifically from the United Kingdom. This task involves collecting the email addresses of 100 senior level employees. Key Requirements: - I need the first name, job title, and email address of each employee. - All the email addresses should be from the United Kingdom. The ideal freelancer for this project should have: - Experience in data scrapping and data mining. - Proficiency in tools and techniques for extracting data from web sources. - Attention to detail to ensure the accuracy of the collected information. - Familiarity with the Building Industry and the job titles associated with senior level roles i...
I have an Excel sheet full of text data that I need typed up. The data is currently in a PDF file, so you'll have to extract it from there. Once the data is in the Excel sheet, it needs to be organized into tables. Key Requirements: - Data entry of text from a PDF into Excel - Organizing text data into tables in Excel Ideal Skills: - Proficiency in Excel - Fast and accurate typing - Attention to detail - Experience with data formatting in Excel Looking for someone who can complete this task in a timely and error-free manner.
...lots of Shopify repositories here: along with lots of code on the web. Ideally much of the functionality would come from already existing code, but GPT can also be used to rapidly develop code. Here's a breakdown of the APIs, webhooks etc. needed for the functionality we'd like: 1. Order Tracking Shopify Admin API: Use this API to access and manage order data, providing real-time tracking updates to customers. Webhooks: Implement webhooks to receive real-time notifications on order status changes. 2. Shopping Cart Management Shopify AJAX API: Use this API for a seamless shopping cart experience that allows customers to add items to the cart, update quantities, and view cart contents without reloading the page. Storefront API: Allows management
I'm looking for a skilled developer who can create a personalized Roblox script hub for the games Pet Simulator 99, Jailbreak, and The Survival Game. Key Requirements: - Decompilation: You'll be required to decompile the mentioned Roblox games and extract essential elements for the script hub. - Auto Farm Feature: Implement an auto farm feature within the script hub that works seamlessly across all the games. - Personalized Design: Design the script hub with a minimalist theme, ensuring it's visually appealing and user-friendly. User Interaction: - The script hub should offer a graphical user interface (GUI) for users to easily navigate and interact with. Ideal Skills and Experience: - Proficient in Roblox scripting and decompilation. - Experience in developing che...
I am looking for assistance in creating a visually engaging, professional PowerPoint presentation, using a provided style template, based on a 64 double side page Word document. Key details: - Extract key points and messages to form a summarized version of the Word document's content. - Encompass a range of 50 to 80 slides with a balance between text and relevant images to ensure readability and viewer engagement. - Align with pre-existing PowerPoint template aesthetic. Ideal candidate should have: - Excellent summarization skills and attention to detail. - Proficiency in PowerPoint. - Experience in creating engaging corporate presentations. Presentation would need to be done in 5 days
The machine learning component of this hybrid profile creation system in a Flutter app involves integrating a TensorFlow Lite model, possibly using DistilBERT for its efficiency and effectiveness in natural language processing tasks. The model's role is twofold: Text Analysis and Categorization: It processes user-generated text inputs and web-scraped content to extract meaningful insights, such as sentiment, key phrases, or categorization of interests. This helps in dynamically adjusting the user's profile to reflect their preferences and behaviors accurately. Usage Pattern Learning: The system tracks and analyzes app usage statistics to learn about user preferences over time. Machine learning algorithms can identify patterns in what features or content the user interacts...
I'm looking for an expert programmer proficient in Node, The bot was created to scrape coins from my Telegram group via API integration but currently, it isn't purchasing as expected. Specifically, I'd require someone who could: - Identify and fix the issues that prevent it from purchasing and selling the scraped coins. - Make sure the bot interacts properly with the Latoken cryptocurrency exchange. This task would suit someone with a strong background in bot programming, API operations, web scraping, and experience dealing with cryptocurrency exchanges, particularly Latoken. Knowledge of crypto trading bots' operational peculiarities would be a major plus. Your task would be to get it back to working condition, ensuring all functions operate as they should. T...
I'm looking for an expert programmer proficient in Node, The bot was created to scrape coins from my Telegram group via API integration but currently, it isn't purchasing as expected. Specifically, I'd require someone who could: - Identify and fix the issues that prevent it from purchasing and selling the scraped coins. - Make sure the bot interacts properly with the Latoken cryptocurrency exchange. This task would suit someone with a strong background in bot programming, API operations, web scraping, and experience dealing with cryptocurrency exchanges, particularly Latoken. Knowledge of crypto trading bots' operational peculiarities would be a major plus. Your task would be to get it back to working condition, ensuring all functions operate as they should. T...
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I'm in need of a skilled data miner who can help to extract certain details from a vast range of Shopify products. Your mission, if you choose to accept it, is as follows: - list products that contain non-English writing or words in text and videos - Organise and sort these findings for simple review - Identify and list any products filled with non-English language in the description, pictures or images - Compile lists of products that aren’t currently making top-seller lists - List any products can not be delivered in eight days or less. Please note that tractors and food vans may take up to two months to deliver. - List any products that are not suitable for industrial purposes/non-commercial products. Ensure that the products you are considering are meant for c...
I require an efficient solution to extract contact details, specifically phone numbers and email addresses, for newly sold residential properties.
More details: What format are the company names provided in? pdf Do you have the capability to extract text from the PDF files? Not sure How soon do you need your project completed? ASAP
...Python that can extract the SKU (product) list from the following Indonesian online grocery apps: - Astro - Sayurbox - Segari The scraper must be IP-block tolerant, meaning if the scraper gets blocked, execution can be continued from the point where the last row of data was successfully extracted. Scraper Functions Function: list_category_tree Input: competitor_name(astro | sayurbox | segari), existing_csv (optional - CSV file to append to for continuing execution, if the scraper stopped or got IP blocked) Output: CSV of category tree with the following columns (scrape_date, URL, category name, position index, parent_category (null if top level)) Function: extract_sku Input: competitor_name, location (autocomplete place from google maps API), category (optional - ...
I'm in need of a developer who can create a n8n script to login to a specific website and extract stock data for multiple companies. Key features of this project include: - Extraction of table data: You should have knowledge and experience working with web data extraction, specifically with table data. - Selection of stocks data: The script should have the ability to select and extract information from the stock table. - Capability for multiple companies: The tool should be versatile to handle data extraction for multiple companies, not limited to just one. Experience in the use of n8n for data extraction from websites, especially in the finance sector, will be a significant advantage for this project. One of the p...
As an organization using Exchange 2019, we've recently applied a Cumulative Update. However, post-update, we're encountering issues with both OWA ECP and Exchange PowerShell. The specific problems we're experiencing include: - OWA ECP failing to load properly - Exchange PowerShell unable to connect We are seeking a skilled professional who can assist in rectifying these issues. The ideal candidate should have: - Extensive experience with Exchange Server (preferably 2019) - Proficient in handling issues post Cumulative Updates - Adept at troubleshooting OWA ECP and Exchange PowerShell problems The goal is to have our OWA ECP and Exchange PowerShell fully operational again, following the CU installation. If you're confident in...
I need a professional to mine data for me. I need you to download and extract the submissions and comments from a public Reddit dataset for 40 subreddits that I will give you. - Data Collection: Please extract the submissions and comments from this academictorrents link: https://academictorrents.com/details/56aa49f9653ba545f48df2e33679f014d2829c10/tech&filelist=1 I only want the comments and submissions for specific subreddits that I will supply to you. Please save the extracted data as csv file. - Frequency: This is a one-time job. Skills and Experience: - Torrent download and extraction.
...have a tool developed that can accurately scrape specific data from Airbnb and AirDna. The aim is to retrieve information about rental prices, occupancy rates, and property descriptions, etc. Key Features: - Efficient data scraping: The tool should successfully extract rental prices, occupancy rates, and property descriptions from Airbnb and AirDna. - Localized scraping: The data scraping should be focused on a specific city, which will be revealed once the project commences. Use of Data: The scraped information will be primarily used for market analysis purposes. The data will be instrumental in helping me understand the dynamics of the rental market within the specific city. Skills & Experience Required: - Proven experience in data...
...are in search of a skilled freelancer proficient in web scraping with Scrapy to extract product data from This project involves scraping the Category page to retrieve product details including name, price, SKU, URL, breadcrumb, currency, and brand. Targeted webpage: Category page of Required data: Product name, price, SKU, URL, breadcrumb, currency, and brand Experience: Prior experience in scraping product-related information from e-commerce sites is essential, with proficiency in Scrapy being crucial for accurate and efficient data extraction. Data Handling: Ability to ensure accuracy and consistency of extracted data. Familiarity with different data formats is advantageous. Dynamic Scraping: Navigation logic for all categories must
...tracking visitor data, and can help me in capturing contact information of potential customers who do not complete any forms on the site. Key Requirements: - Advanced Visitor Data Collection: The system should be able to capture details like device type, referral source, behavior patterns, and time on page for all visitors. - Contact Information Extraction: The primary goal is to extract the contact details (Name, Address, Phone, and Email) of the visitors who do not submit any form on the site. Ideal Skills and Experience: - Proficiency in Third-Party Tracking Services: The selected freelancer should be well-versed with various third-party tracking services and should be able to recommend and integrate the most suitable one for my website. - Expertise in Visito...
I'm using TALLY PRIME and need assistance in updating financial records and converting USD to RS accurately. I'm looking to a...**Financial Record Updating**: This project primarily entails updating sales and purchase transactions in TALLY. Ensuring that all data is correctly entered and organized is crucial to the project. - **Currency Conversion**: The project also involves converting USD to RS and appropriately handling the exchange difference issue. This requires a deep understanding of both the software and currency exchange processes. The ideal freelancer for this project should have: - Proficient experience with TALLY PRIME - Strong background in financial recordkeeping - Expertise in currency exchange and handling exchange differences ...
For an existing website I need this: Likely Laravel framework. Please keep in mind you need to make the MySQL db for this as well. 1. Store form and order data in MySQL, calculate pricing and show in .js, and send email confirmations from main website order form. 2. Store form and order data in MySQL, check voucher code in DB and return back, need to update order details in bottom of page (.js) and send email confirmations from Affiliate landing page order section. Need to implement online payment from Stripe on both order pages. First phase: 1. Login page (html done, some core PHP done) 2. Forgot password page (html done) 3. Sign up page (html done, some core PHP done - confirmation email needs work) 4. Orders list page (html done) 5. Single order page (html done...
I'm seeking an experienced app developer capable of creating an information sharing application for both iOS and Android systems. The primary aim of the app surrounds the exchange and access of information. A key requirement is the incorporation of specific features such as: - User reviews: App users should be able to leave and view reviews. - Product search: To facilitate easy information access, the app should house a well-optimized product search feature. An ideal candidate should have extensive experience in both iOS and Android app development, with a focus on creating user-friendly interfaces and robust search functions. A familiarity with integrating user review systems would be beneficial. These combined skills will contribute dramatically towards creating an app t...
...number ... - the time position/time code ... - the data detected ...... - e.g. the sharpness and this should be outputed in a JSON file per video file. Ideal Skillset: - Proficiency in Python - Experience with video processing libraries (like OpenCV, PyAV, or MoviePy) - Experiences with OOP (classes and lists) - Familiarity with JSON output format. Milestones: MS1: provide python OOP module to measure the blurness & sharpness quantification of images and videos data will be written in same filename but with .json as extension we will share you testing images and videos 2 modes required - demo mode with showing the video+persisting the demo video - performance mode, which only processes the data MS2 same as MS1, except now you extract the differe...
I need an expert in Solana blockchain technology who understands the dynamics of DEXs to implement a Telegram-based snip...should be controlled via Telegram. - Develop a system within the bot to follow certain criteria for selecting the tokens to buy. Skills & Experience: - Proven experience in Solana blockchain, including creating and using bots. - Proficiency in integrating Telegram bots. - Capable of developing complex selection criteria algorithms for tokens. - Excellent understanding of decentralized exchange operations. I will be the one pivoting the bot's activity. Therefore you must be able to provide full control so I can be in-charge of its actions. The bot should also have the capability to evaluate new tokens per my provided criteria to determine s...
For this project, I require an expert who can efficiently extract text content from two distinct webpages and input my data into an Excel file organized by rows. Given that all types of data hold equal importance to me, of essence is for the professional to: - Accurately scrape all text content from the specified webpages - Ensure no data is skewed or omitted during this process - Neatly organize the data by rows in the Excel file The ideal candidate for this job should be proficient in web scraping tools and techniques, possesses an acute attention to detail, and is experienced in using Excel to ensure data is properly formatted and easy to analyze. Please note that minimizing errors during this process is critical, as the data collected...
