How to use vlookup function in pivot table jobs

I am looking for a proficient website developer to create a blog site specifically designed for selling software to professional individuals. The primary function of the site will be to promote and sell innovative software products, so it should be engaging and easy to navigate. Key features required: - A user-friendly platform for detailing the software products - Shopping cart functionality - High-quality graphics design, appealing to professionals - SEO-friendly content Ideal skills and qualifications: - Extensive experience in blog creation, preferably sales blogs - Understanding of target audience (professionals) - Knowledge in e-commerce - SEO proficiency - Excellent design capabilities

I'm seeking a reliable developer to construct an app compatible with both IOS and Android platforms. The app's principal function includes transferring money from credit cards to bank accounts effortlessly. Desired features: 1. **SMS Verification**: Users should be authenticated through SMS verification in order to ensure security. 2. **Manual Credit Card Entry**: The process of transferring money would involve the user manually entering their credit card information. Ideal candidates will have experience in creating financial apps, dealing with user authentication systems, and can prioritize seamless functional flow. Preference will be given to those who have worked on similar projects and have a clear understanding of mone...

I need a skilled freelancer to create a click bot intended for mobile devices, mainly for Google Ads, to aid in ad testing for paid advertising. Key Requirements: - The bot should simulate mobile device interactions accurately, especially with Google Ads campaigns. - It should be able to interact with a variety of ad types, including banner ads, video ads, and interstitial ads. - The bot should be able to distinguish between different types of ads and follow a set of predetermined actions to simulate real user behaviour. Ideal Skills: - Proficiency in bot creation and automation for mobile devices. - Experience in working with Google Ads and understanding of how they function. - Strong understanding of paid ...

We am looking for a skilled freelancer to help us with a search table for our WordPress website. Here are the specific requirements for the project: Functionality: - Advanced search with filters is needed to enhance the search experience for my website users. Design and layout: - We are open to suggestions for the design and layout of the search table. I do not have a specific design in mind, but I am looking for a clean and user-friendly design. Timeline: - This project is urgent and needs to be completed within 1-2 days. Table Concept - We looking for this type of idea : - Our Current table is this : - and this : Ideal skills and experience: - Experience with WordPress

use translationpress and deepl to auto translate wp into many languages

...experienced in making comedy content. Your main roles will involve: - Creating and executing comedy sketches for TikTok. - Writing your own scripts for the comedy content. To increase brand awareness, your content should be engaging and hilarious to prompt widespread shares and likes on the platform. The ideal candidate should have: - A background in comedy scriptwriting. - Proven experience in creating comedy content. - Familiarity with the TikTok platform and understanding of its algorithm. - Ability to work independently and within strict deadlines. - Capability to measure the impact of content on brand awareness. If you can create rib-cracking, unique, and engaging TikTok content, you could be the perfect fit for this role. The po...

I am searching for a knowledgeable expert in Microsoft Excel who can assist me with a variety of tasks. Specifically, I require aid with formulas and functions, and formatting and design. More specifically, I need assistance with summation and averages, and VLOOKUP and INDEX-MATCH commands. The ideal candidate would have substantial proficiency and experience with Excel, with an emphasis on utilising complex formulas and creating aesthetically appealing and comprehensible spreadsheets.

I'm seeking a seasoned website designer, specializing in e-commerce. Your mission will be to help me create an interactive, highly functional e-commerce website. Not only does it need to look good, but it also needs to function flawlessly. Major Requirements: 1. Shopping Cart: My e-commerce website needs a robust shopping cart to facilitate the customer's buying journey. 2. User Registration: The site needs an intuitive and seamless user registration process to create a personalized shopping experience for each customer. 3. Product Search: A top-notch product search functionality is vital for helping customers quickly locate the products they want to purchase. 4. Payment Method: Predominantly, the transactions will be ...

...ideas to life through both graphics and video content creation for my social media platforms. I prefer to work with someone who is proficient in Adobe Photoshop, CorelDRAW, Adobe Illustrator, and Canva. You should have a good eye for detail and a keen understanding of what makes content engaging on social media. The job entails creating content of various types, including images for posts, short video clips, and infographics. You should be able to adapt your style and skills across these different formats, ensuring that each piece you create resonates with my target audience. While I've skipped over specifying a particular style or theme for the content, I value creativity and originality. I'd like you to bring fresh ideas to the ...

I'm looking for a skilled developer to create a chatbot specifically for our website. The primary function of the chatbot will be to assist customers with their queries. It should be able to: - Provide prompt and accurate responses to common inquiries - Direct customers to relevant sections of the website - Transfer more complex questions to a human customer support agent Key requirements include: - Proficiency in creating chatbots for websites - Prior experience in designing chatbots for customer support purposes - Strong understanding of user experience and customer service principles The chatbot doesn't need to communicate in multiple languages. It should, however, be designed with scalability and ...

I've got a small batch of personal photos that I'd love to have professionally edited. - The pictures need to be enhanced to bring out their best qualities, without looking overdone. - I'd like any unwanted elements removed. It's crucial that the edits are subtle, yet impactful. - The final images should be suitable for personal use, like printing and framing. Ideal Candidate: - Experience in photo editing and retouching - A good eye for detail and creative sensibility - Ability to deliver a high-quality, professional finish. I'm looking for someone who can work efficiently and is open to a few revision rounds, if needed. Please get in touch if you can bring my personal photos to life.

I'm in need of a skilled digital marketing professional who can significantly increase the Domain Authority of my B2B website. This project is crucial as it's directly linked to my overall SEO strategy and online visibility. Key Goals: - Improve the search engine rankings of my website - Increase organic traffic to the site - Enhance the online visibility of my brand Ideal candidate: - Extensive experience in digital marketing, particularly in boosting domain authority - A proven track record of improving search engine rankings and increasing organic traffic - Demonstrable expertise in enhancing brand visibility through effective online strategies Your proposal should focus on your relevant experience, particularly on how you pl...

I'm seeking a developer for an iOS application that will have the capability to read and store iMessage messages on a user's device. Key Features and Requirements: - The primary purpose of the app is to collect and store iMessage messages. - The app should only be activated with the user's explicit consent. - Data security is paramount, with the app designed to implement end-to-end encryption. - The application should be user-friendly and intuitive. Ideal Skills and Experience: - Proficiency in iOS app development, with a strong portfolio of previous work. - Experience in implementing data security measures, particularly end-to-end encryption, is a necessity. - A strong focus on user experience and interface design, ensurin...

I'm looking for a skilled video editor who can...social media platforms, specifically Instagram, YouTube, and TikTok. Key Responsibilities: - Conduct advanced color correction to ensure the video is visually appealing and on-brand - Enhance audio quality to make the video engaging and professional - Optimize the video for each platform's specifications and requirements I need a professional with: - Proven experience in advanced video editing, including color correction and audio enhancement - Familiarity with social media content requirements and trends - Excellent communication skills and ability to understand and implement feedback I'm looking for someone who can bring creativity and technical expertise to the table, helping m...

...assistance with a specific task related to Excel. This task involves the careful extraction of data from Excel into a pivot table. The data in question is financial in nature, and more specifically, the focus is on expenses. Here is what I require: - Just the expenses data extracted from the Excel file and made available for the creation of a pivot table. - You'll need to determine the format of the data in the Expenses column. Your skills and experience: - Advanced knowledge of Microsoft Excel, especially in working with different types of data. - Proven experience in handling financial data, specifically expenses. - Ability to interpret varying formats of data on Excel. - Good problem-solving a...

will use Bitcoin testnet tokens when it is all set up. It is licensed by and will function likebustabit. I leave the redesign completely up to your imagination for this contest. You are the expert,why limit your creativity with any set requirements ? :)

...club's essence to life through a captivating T-shirt design. Here's what I'm looking for: - **Color Scheme:** I'm open to suggestions. Any color palette that you believe can capture the spirit of our club is welcome. - **Theme:** The design should revolve around the theme of theater. It should resonate with the dramatic arts and the essence of performance. - **Elements:** Please incorporate the following elements into the design: - Masks: Symbolizing the theatrical nature of our club - Curtains: Representing the opening and closing of our performances - Spotlights: To highlight the spotlight our club shines on its members and their talents - Cap: A subtle addition that represents our club's official attire Your design should be vis...

Unity released a scene that already works for Vision Pro and is ready for augmented reality. I added som...released a scene that already works for Vision Pro and is ready for augmented reality. I added some buttons and it works 100%. So, I am looking for someone to convert this augmented reality scene to virtual reality using Unity3D 2022.3, as they released it natively and configured. I need someone to do this conversion and ensure that the buttons, which already work, also function in virtual reality. Since it already works for Vision Pro (simulator and device), I need it to work for virtual reality, Vision Pro, and simulator as well. I am attaching a video below of my application in action. The bid starts at $75 just for converting it ...

...the technology described in the “2. Technology to be Searched” section below. *Note Do not gather information based solely on the information listed in the “1. Background” and “3. Reference Information” sections (Sections 1 and 3 are for reference only) [1. Background] In recent years, there is a technology that uses digital keys registered on smartphones to perform operations such as locking and unlocking vehicles, and starting the engine. However, if the user operates the vehicle settings to disable the digital key function, there is a problem that users who only have a smartphone cannot control the vehicle. [2. Technology to be Searched] When using a smartphone’s digital key, check whe...

...technology explained in the 【2. Technology to be Searched】 section below. ※Note Do not gather information only from the information listed in 【1. Background】【3. Reference Information】 (【1】【3】 are reference information) 【1. Background】 This technology is about notifying the driver of the host vehicle about the presence of other vehicles. Past technology notifies the driver when the host vehicle is stopped, the right turn indicator is activated, and the time it takes for other vehicles to reach the expected right turn trajectory of the host vehicle is shorter than a certain time. However, ideally, notifications should start before the driver starts the right turn operation, and unnecessary notifications should be avoided as much as possible. The purpose of thi...

...vehicles equipped with the technology described in the 【2. Desired Technology】 section below. ※Note Do not gather information based solely on the information listed in the 【1. Background】【3. Reference Information】 sections (【1】【3】 are for reference only) 【1. Background】 This technology pertains to a system for updating the programs of devices installed in vehicles. Many devices are installed in vehicles, and these devices store programs. It has been proposed that by updating these programs, the functionality of the devices can be improved. In particular, it has been proposed that by receiving data for program updates from an external server via wireless communication, it is possible to update the program without going to a service ...

**NO OR LIMITED EXPERIENCE IS OK - FEEL FREE TO APPLY. DO NOT USE GENERIC BID TEXT (NO COPY PASTING)*** Role is perfect for motivated and learning individuals who are eager for feedback and want to grow skills. Duration is 30 days internship. Those who surpass expectations will receive a serious offer to stay on team with better compensation. Sample tasks and responsibilities include, and are NOT limited to: 1. Research key topics or areas of interest and presenting options for the next steps. -> googling 2. Executing next steps and promptly executing action items from discussions. -> take instructions and act fast 3. Propose options from research as requested -> more googling 4. Be able to advise proactively on details including ...

...well-connected individual who can collaborate with me to source high-end individuals for a unique project. Key responsibilities: - Sourcing Billionaire Club Presidents: Utilize professional networking sites, exclusive events, direct outreach, and connections to identify suitable candidates. - Running Portfolios: Coordinate the portfolios of these individuals, tracking their performance and making strategic adjustments as needed. - Generating Portfolios via Events: Plan and execute events that attract potential club presidents and generate new portfolios. The ideal candidate should have: - Proven experience in sourcing high-net-worth individuals - An existing network in the business and finance world - Strong project management skills, especially in ...

Please make wordpress site as atteched image. 1 column and respoinsive design.※If possible,bootstrap design. Anything is include dummy text and dummy images. I make inquiry and faq,sitemap page by myself and send you wordpress login details. Required Pages:Top page,fx,crypto-ex page,1 currency detail page Please make within $120(absolute requi...design.※If possible,bootstrap design. Anything is include dummy text and dummy images. I make inquiry and faq,sitemap page by myself and send you wordpress login details. Required Pages:Top page,fx,crypto-ex page,1 currency detail page Please make within $120(absolute requirement) and delivery within about 2 weeks and give me a progress report every about 4 days. I think only the table part is a little more challenging.

**NO OR LIMITED EXPERIENCE IS OK - FEEL FREE TO APPLY. DO NOT USE GENERIC BID TEXT (NO COPY PASTING)*** Role is perfect for motivated and learning individuals who are eager for feedback and want to grow skills. Duration is 30 days internship. Those who surpass expectations will receive a serious offer to stay on team with better compensation. Sample tasks and responsibilities include, and are NOT limited to: 1. Research key topics or areas of interest and presenting options for the next steps. -> googling 2. Executing next steps and promptly executing action items from discussions. -> take instructions and act fast 3. Propose options from research as requested -> more googling 4. Be able to advise proactively on details including ...

I've been facing issues with a MySQL table that seems to be taking up too much space in my database, despite there being no data in it. The table is almost 2MB in size while it has no rows at all. The database was originally like 50kb a few weeks ago. Recently we made some minor changes, like adding index. Then it suddenly become so huge. Key points: - Table size issue: The MySQL table is bloated despite having no data, and it's causing performance problems. - Insertion operations: The table is mainly used for inserts, which are what I need it to be optimized for. The work needs to be done remotely using anydesk. If you know how to do it, it should be just a few min fix.

...$50. I'm in need of a talented web designer who can use the template we've purchased to create a single page website for this political campaign. The primary aim of this site is to attract and engage a specific demographic group in the city we live in for the political campaign. Key Requirements: - The web site should look "exactly" like the template, include scale and size. - Copy for the web site is completed. - Images are available for the site - Incorporate relevant SEO elements to boost online visibility Ideal Skills and Experience: - Proven track record of creating engaging, conversion-oriented websites - Understanding of web design best practices and UX/UI principles - Proficiency in SEO to ensu...

I am searching for an experienced freelancer who is proficient in document formatting for Windows. I need my company manuals format fixed, the table of contents, page number, spacing, etc needs to be fixed The project entails: - Formatting 1-5 company manuals to enhance readability and presentation. - Ensuring consistency in all documents, including headers, footers, and design elements. Ideal candidate: - Proficient in MS Word formatting for Windows. - Experience in handling company manual formats. The selected freelancer will help me to deliver professional and well-structured company manuals.

We need to improve an already existing pitch deck. Our project is to bring UFCGYM to France. The goal is to convince investors to put money on the table with the pitch deck. For the pitch deck, we need to go to the next level by improving the general design, and also making more clear what the investor will gain from this project. We would like an investor focused pitch deck with a compelling presentation regrouping facts and figures A timeline with milestones on market number and our financial analysis Ensure clarity and simplicity by using clear and simple charts to present financial data, avoiding information overload on a single slide. Utilize data visualizations like bar charts, line graphs, pie charts, and infographics (...

...looking for a developer to create a Bootstrap filter table with advanced filtering functionality. The table should be responsive and able to handle multiple columns. Here are the specific requirements for the project: *** DO NOT BID ON THIS PROJECT IF YOU HAVE NO UNDERSATNDING OF BOOTSTRAP OR SOME IDEA OF THIS PROJECT. A TEMPORAY SKETCH LAYOUT WITH A SAMPLE WITH BE APPRICATED TO HELP US IN MAKING A DECISON WHO TO AWARD THE PROJECT TO. *** Functionality: - Advanced filtering: The table should allow users to filter data based on multiple columns. - Custom filtering: Users should be able to specify criteria for filtering. Responsiveness: - The Bootstrap table should be responsive, ensuring optimal user ...

...looking for a talented designer to create a visually appealing presentation, portfolio or catalogue. The primary goal of this project is to showcase products and services in a compelling way. I put no restrictions on the theme or color scheme, so I'm open to your suggestions and creative inputs. This project will involve creating an engaging design that is both aesthetically pleasing and functional. The content will mainly consist of images and descriptions of products and services. I'm looking for a designer who can create a sleek, modern design that is both informative and visually appealing. You need to use the attached file and info provided there. Just need to redisign. Also need to remove all watermarks from or...

...architectural and design services for a mixed-use property project. This entire space covers 35k sq ft with a front of 130*275. It's divided into three units and a 100 * 100 ft commercial complex. 1 st unit 4 master bed room ,1 kitchen with extra food space and wash area ,1 hall ,Pooja room (jk),jakusi, 2 nd 5 master bed room ,1 kitchen with extra food space and washing area ,Pooja room jakusi,1 hall ,1 room for office 3 Rd home theter,Jim , swimming pool ,table tennis 4 garden ,badminton court ,car parking Lazy river and whole home surrounded by water naturally - 5 Servant and guard rooms The commercial complex design should be modern, practical and appealing to businesses. Ideal skills and experience: - Proven experience in designing mixed-u...

I'm looking for a creative mind to produce engaging 15-second product level videos to be used in Meta & Pinterest Dynamic Product Level Video Ads. WHO YOU ARE: - You have a firm grasp on the interests and trends of our target demo (young families with kids; approx 20-45 years old) and can captivate this demographic through short video format - You are familiar with the short, snappy format of 15-second social media videos and can effectively convey a product's appeal in this timeframe. WHAT YOU'LL DO: - Develop compelling 15-second product videos from static images for Facebook, Instagram, Snapchat, and Pinterest. Ideal skills: - Proven experience in creating short social media videos - An understanding of Facebook, Instagram,...

I'm in need of a creative and skilled developer to help me create an engaging platform for language translation between French, Algerian dialect, and vice versa. The goal is to enrich users' vocabulary. My primary requirements for this platform include: - A user-friendly search function that allows users to look up words in both languages. - A feature that enables users to record their pronunciation of words for feedback and improvement purposes. In terms of design, I envision the platform to follow a zoo and animal theme, presenting a fun, vibrant, and engaging visual experience for users. Ideal candidates for this project should have experience in: - Building interactive and engaging platforms - Integrati...

...Excel formulas to Google Sheets, particularly with the VLOOKUP function. The problematic formula in question is central to my data analysis processes. I need a professional who can troubleshoot and effectively convert these formulas to be compatible with Google Sheets. Key Tasks: - Identify the source of the "IFERROR" error in the VLOOKUP formula as it functions in Google Sheets. - Modify the formula for accurate results in Google Sheets, ensuring it retains its original functionality post-conversion. Ideal Skills and Experience: - Proficient in both Excel and Google Sheets formulas and functions. - Strong experience with VLOOKUP and IFERROR. - Ability to troubleshoot and adapt formula...

As the client, I need a website that can function offline, primarily aimed at assigning 3D components to various errors. These components should be simple structural designs. The basis for the assignment of these components is a manual input system. Integrating a feature for capturing photos of these errors is also crucial for this project. Ideal skills and Experience: • Proficient in 3D designs • Web Development Skills • Experience with Offline Application Development Key Features: • Assign 3D Components to Errors (manual input basis) • Capture Photos of Errors • Offline Functionality

Hi Nima D., I noticed your profile and would like to offer you my project. We can discuss any details over chat.

Hi Nima D., I noticed your profile and would like to offer you my project. We can discuss any details over chat.

I'm currently in need of a skilled individual proficient in Elementor and JetEngine to assist in finalizing the configuration of dynamic content imported from another site. The content, which includes Artists, Styles, and Portfolio Items, has been imported successfully (as a Crocoblock/JetEngine "skin" as well as Elementor archive and single templates), but requires further configuration to ensure it functions optimally on my website and fits the visual aesthetic. Key Tasks: - Configuring Custom Post Types (CPTs): The project involves working on Artists, Styles, and Portfolio Items. These should be set up in a user-friendly way so that I can easily manage and present the content on my site. - Establishing Relationships between CPTs ...

We need to improve an already existing pitch deck. Our project is to bring UFCGYM to France. The goal is to convince investors to put money on the table with the pitch deck. For the pitch deck, we need to go to the next level by improving the general design, and also making more clear what the investor will gain from this project. We would like an investor focused pitch deck with a compelling presentation regrouping facts and figures A timeline with milestones on market number and our financial analysis Ensure clarity and simplicity by using clear and simple charts to present financial data, avoiding information overload on a single slide. Utilize data visualizations like bar charts, line graphs, pie charts, and infographics (...

Hi Nasima, about a year ago you delivered a ver simple logo for a company named Eduna. I'm restarting that project and I need a proposal template (a word document that i can use to deliver proposal) with a nice header and footer related to events planning , wedding planning , table decoration, etc.

I'm in need of a talented designer to create a label for my chemical and coatings product. The label will be used for product packaging. Key Requirements: - The design should be industrial in style, conveying a sense of reliability and professionalism. - It needs to be suitable for use with chemical and coatings products, so should reflect this in its visuals. Ideal Skills & Experience: - Experience in label design, particularly for industrial or chemical products. - A keen eye for detail and ability to create designs that are both aesthetically pleasing and practical. - Understanding of the importance of conveying the right message through design. This is a great opportunity for a designer looking to add an indust...

I'm in need of an experienced iOS developer to create a recipe app with the following specifications: - The first screen needs to have 3 buttons, each representing the meal categories Breakfast, Lunch, and Dinner. These buttons should be designed to be easily distinguishable and engaging for the user. - When a user clicks on a particular meal type button, the second screen should dynamically update to display a list of recipe items associated with the selected meal type. This should be implemented using a UITableView. - Each recipe item in the table view should only display the recipe name, in a clear and legible format. -when you click on a recipe name in table view, it takes you to a third screen and dis...

...I want the site to have certain features Key Features: - Course Information and Syllabus: I expect to have a section where I can upload all the necessary information regarding the courses I'm taking. - Student Login and Registration: There should be a secure login system for students to access the personalized information. - Grades, Student Education History, Fee Details: The website should allow me to keep track of my academic performance, educational history, and fee details. - Time Table: A feature that allows me to maintain my schedule and plan my time effectively. - Downloadable Documents: Users should be able to download important documents, such as course materials or assignment briefs. The primary purpose of this website is...

...developer who can create a personal college website for me. I want the site to be similar to my college's official website, but with some unique features. Key Features: - Course Information and Syllabus: I expect to have a section where I can upload all the necessary information regarding the courses I'm taking. - Student Login and Registration: There should be a secure login system for students to access the personalized information. - Grades, Student Education History, Fee Details: The website should allow me to keep track of my academic performance, educational history, and fee details. - Time Table: A feature that allows me to maintain my schedule and plan my time effectively. - Downloadable Documents: Users should be able ...

"Dine0ut" is a sleek and intuitive application designed to streamline the process of ordering food from restaurants, ensuring a seamless dining experience for users. Here's a breakdown of its user-friendly design: Clean and Intuitive Interface: Dine0ut boasts a clean and minimalist interface, making it easy for users to navigate without any confusion. The design prioritizes simplicity, with clearly labeled buttons and intuitive menus. Smart Search Functionality: The app features a robust search function that allows users to quickly find restaurants based on various parameters such as cuisine type, location, price range, and ratings. Users can also filter their search results to narrow down their options. Visual Menus: Dine0ut provides us...

I'm looking for a...Social Media Marketing (SMM), to help generate more leads and sales for my business. Key requirements: - Develop and implement effective SEO strategies to drive traffic to our website. - Manage and optimize social media campaigns on Facebook and Instagram to engage with our audience and boost sales. - Monitor and analyze effectiveness of marketing content. -Lead generation and data collection to share with sales team The right person for this job should have a solid understanding of how each social media channel works and how to optimize content so that it is engaging on those channels. SEO expertise is a must. I'm excited to see how your skills can drive our business forward. Looking f...

I'm in urgent need of a professional in Delhi or Noida who can assist with the customization of various home furnishing textile products. Key Deliverables: (Customized) - Curtains - Pillow covers - Table Runner - Fabric wall art - Throw blanket/ Throw curtains - Products (details to be provided) Your application should: - Showcase past work in home furnishing or textile customization - Demonstrate experience in this field - Include a detailed proposal on how you would approach this project - Most important should be from delhi or noida I'm under a tight deadline, so the quicker the turnaround, the better.

I'm currently in need of a skilled individual proficient in Elementor and JetEngine to assist in finalizing the configuration of dynamic content imported from another site. The content, which includes Artists, Styles, and Portfolio Items, has been imported successfully (as a Crocoblock/JetEngine "skin" as well as Elementor archive and single templates), but requires further configuration to ensure it functions optimally on my website and fits the visual aesthetic. Key Tasks: - Configuring Custom Post Types (CPTs): The project involves working on Artists, Styles, and Portfolio Items. These should be set up in a user-friendly way so that I can easily manage and present the content on my site. - Establishing Relationships between CPTs ...

I require a proficient web scraper to extract varied data types including text content, images, and metadata from specific websites. The primary function will be to gather, organize and present data in a structured and usable format. - Skills and Experience Required: - Strong knowledge in web scraping tools and techniques - Familiarity with data extraction, mining, and storage - Proven track record in delivering similar projects Due to a time-sensitive nature, I will need this project to be completed within a month. The quick turnaround shouldn't compromise the quality or functionality of the web-scraper. Do bear in mind that reliability, efficiency, and accuracy of the data extraction process should be pr...