Remote software testing contract jobs

As we're in the development stage of building a decentralized application, I'm looking for a skilled Solana developer to join the project. The main focus of the project is on building a decentralized application. Therefore, the ideal candidate should have experience with smart contract development and blockchain integration. Skills and experience required: - Proven experience in smart contract development and blockchain integration - Strong knowledge of Solana and Rust programming - Experience in deploying decentralized applications The ideal developer will be able to work closely with our team to bring our decentralized application project into reality. The project is already in its development phase, so we are searching for an expert who can hit the ground ru...

I'm looking for a voice recording of 2.5 hours to be used for a personal project. This project is for a radio show, so high-quality is crucial. Only native American English accents will be considered. Ideal Freelancer...for each topic Male to female ratio requirement: one to one (adults over 18 years old) Number of people: 100 people in total (the specific amount depends on the allocation) Delivery documents: 1) Recording file: audio requires 16bit 48000hz 2) Zoom settings, one mix + two mono channels payment method: 1) 30% payment after recording 2) If the data passes, 70% will be paid You need to bear the contract fee of $5 In addition, if you have American human resources resources, you can contact me. You can be responsible for this project and get a commission from th...

I need someone who can work via anydesk and fix my issues right now my anydesk is slow so you have to be patient while working.

Irandra is an Indonesian e-commerce company. As a startup, we have a small, yet friendly staff with a friendly imprint. We also value employee well-being because our employees are our most valuable assets. If you're someone who enjoys playing games, you shouldn't be a manager. If you simply want to make your work better, then go ahead and ...with the following position: • Web coder • Graphic designer Job Description: Web developer • Create websites and mobile applications • Maintain websites and mobile applications • Understanding and capable of utilizing efficient and effective APIs, as well as integrating third-party services such as Google Analytics, Facebook Pixel, Google Tag Manager, Intercom, and Google Optimize. • Conduct A/B testing. ...

I'm in search of an HR assistant, with a primary focus on recruitment tasks. Here's what the role would encompass: - Remote work for India based Freelancer. - Hire entry level Hospitality staff like Chefs, F&B Guest Relations executives etc through partnership with Hotel Management schools and their placement cells across Karnataka India as well as Skill India Hospitality Diplomas - Also screen through various blue collor hiring sites to speak to potential staff. I anticipate needing assistance with 5-10 recruitment positions per month. The ideal candidate for this role will have previous experience in HR, with a strong background in recruitment. Outstanding organizational skills and an eye for detail are crucial, as you will be managing high volumes of application...

Fingerspot is a well-known Indonesian brand within the Fingerspot Group, which has been successfully serving businesses, entrepreneurs, and schools in Indonesia for 21 years by providing palm vein (Vena Telapak Tangan) sensing machines, as well as web services and sensing software based on desktop, laptop, and internet applications, software for monitoring, remote control access, and software development kits (SDK) that are tailored to meet the needs of Indonesian consumers. At the moment, Fingerspot is looking for programmers with strong programming skills in its various fields.

...technology. The course should be tailored to fit learners who already grasp the basic principles of software development and technology are prepared to move into more intermediate techniques and principles. Course Content • Put emphasis on practical applications and live coding examples to reinforce theoretical concepts. • The course should also cover key software development areas such as code writing and debugging, system design, and software testing. • The content should be geared towards an intermediate understanding, hence prior experience in teaching or tutoring at this level would be beneficial. Certifications and Skills Needed • Test-driven development • Knowledge in various software development languages (PHP, HT...

I'm in search of a qualified developer to create a sniper bot. This complex trading bot should ideally have the following features: -most important function is a sniper bot function with the ability to snipe the contract based on the wallet of the creator or a name used to deploy it. Example all the contracts that use the name PEPE will be bought instantly on presets values. and if i select the option to follow certain wallet will buy everything this wallet launches on - Automatic buy and sell orders: This bot should be able to place trades on my behalf, minimizing manual intervention. - Real-time blockchain analysis on the Solana network - Customizable alert system: I want to be alerted with all PNL data for every trade executed in real time after trade has completed.

php 8.3 downloaded from . I require an expert in PHP installation and testing on my Windows 10 LAPTOP. I do not need Xampp or Wamp.

I'm in search of a qualified developer to create a sniper bot. This complex trading bot should ideally have the following features: -most important function is a sniper bot function with the ability to snipe the contract based on the wallet of the creator or a name used to deploy it. Example all the contracts that use the name PEPE will be bought instantly on presets values. and if i select the option to follow certain wallet will buy everything this wallet launches on - Automatic buy and sell orders: This bot should be able to place trades on my behalf, minimizing manual intervention. - Real-time blockchain analysis on the Solana network - Customizable alert system: I want to be alerted with all PNL data for every trade executed in real time after trade has completed.

I'm looking for a proficient developer to create a software to be embedded within my existing Laravel website. While I haven't defined an exact functionality, the software's main purpose will be question bank , create mobile app as well

I'm looking for an English trainer who can help improve my conversational English skills. The ideal candidate should have experience with intermediate learners and be able to conduct the ses...English language: This is crucial in order to effectively teach conversational English to an intermediate level student. - Experience in teaching: Experience with intermediate learners is important in understanding the appropriate level of content and pace of teaching. - Online teaching skills: The sessions will be conducted online, so the trainer should be comfortable and experienced in conducting remote teaching sessions. Please provide information about your previous experience in teaching and how you would structure a typical online conversational English session for an intermediate...

...mobile app design principles - Ability to work either remotely or in an office Your primary goal will be to improve the app's usability and user experience. This will involve: - Conducting user research and testing to understand the current user experience - Creating wireframes, storyboards, user flows, and site maps to effectively communicate interaction and design ideas - Developing and maintaining detailed user-interface specifications - Designing the overall functionality of the product, and in order to ensure a great user experience, iterate upon it in accordance with user-testing - Creating user-centered designs by understanding business requirements, and user feedback - Translating high-level requirements into interaction flows and artifacts, and transforming...

Create Gaming Dating Mobile App (Ex.- Hello Yo & Ludo Play Room etc.)

About Us: We are the premier direct importer of pool heat pumps, offering unparalleled pricing directly to end customers. Through bulk purchasing and cutting...ability to tailor sales approaches accordingly. • Self-motivated and results-oriented, with a drive to exceed sales targets and deliver exceptional customer service. • Familiarity with CRM software and sales tools is a plus. • Passion for our products and dedication to promoting our unique value proposition. Benefits: • Lucrative commission structure with unlimited earning potential. • Comprehensive training and support to equip you with the knowledge and tools needed to succeed. • Opportunity to represent an industry-leading brand with a reputation for quality and innovation. • Flexible s...

- Please do not apply if your English level is not at least near-native. - Please do not apply if you have not worked within this industry previously - We operate on PST time. Please look this up before applying. ------------------- Engage in 1-on-1 con...and feedback to the team. ------------------- - Must be 18+ - Must have at least a near-native level of English - Have a stable workstation and Internet connection - Comfortable viewing and selling explicit content - Ability to build virtual girlfriend experience with subscribers - Must understand the Psychology behind OF chatting ------------------- - We offer 6 hour shifts in a completely remote working environment. - Starting Salary is between $7.50 and $10 per hour, depending on your skill level. - Payouts are made ever...

I am in need of a skilled Django Developer to work with my team in my office in Delhi on a 4-week contract or less. Key responsibilities: - Collaborate on the development of a Django application - Implement and maintain a secure, efficient and scalable back-end - Integrate APIs as and when required Skills required: - Strong expertise in both back-end and database management - Proficiency in Django - Experience with secure and efficient code - Efficiency in API Integration and Django Rest Framework Please note that this position requires onsite presence in Delhi, so only those who can commit to this requirement should apply.

...**Extending Scripts**: Your tasks also include extending Codecanyon scripts by adding extra functionalities, ensuring consistent, flawless operation , implementing APIs and adding the functionalities in the existing flutter app, testing, fixing any bugs to ensure smooth operations of the system. Pay : 1. INR1200/day or fixed amount as decided by our project managers, for 8 hours of work on anydesk/github for adding functions 2. INR 2000/project for rebranding+testing+fixing 2 Apps systems of codecanyon like professional apps. 3. INR3000/project for rebranding+testing+fixing 3 Apps system of codecanyon like food and grocery. 4. We work from 6PM till 4AM in the morning in IST, so devs can join us after their regular working hours. We are seeking professional, o...

I'm currently testing the project listing system and would like to invite freelancers to share their past work for my virtual project. The goal of this project is to gather an understanding of how freelancers present their previous work. You can apply by simply sharing your past projects.

...seasoned developer with experience in Hubspot software development. The project will entail incorporating key features such as contact management, email marketing and lead generation into the Hubspot platform. Key requirements of the project include: - Integration of contact management feature to accurately store information. - Utilize the email marketing feature effectively for targeted campaigns. - Ensure the lead generation feature is robust and functional. In addition, the software should be compatible with key platforms and integrations like Salesforce, WordPress, and Shopify. Ideal candidates should have: - A profound understanding of Hubspot software. - Demonstrable experience in developing similar features. - A knack for integrating software with ...

I need an experienced data scientist or AI specialist to assist with evaluating a Korean dataset using OpenAI API calls. my goal is to set up a good testing template I can repeat Key Aspects: - Inference Speed: Achieving a balance of optimal inference speed is vital for this project. The desired inference speed for the evaluation stands at a moderate level when considering 2000 users. - Total Processing Accuracy: I'm looking to ensure the total processing accuracy of this evaluation is high. - TPA (Total Processing Accuracy): Aspects of TPA are crucial for this project; we aim for a balanced importance between total processing accuracy and inference speed. - Implement this on a shared googleColab or Jupyternotebook for on-demand use of the application Ideal Skills and Experie...

I'm seeking an exam invigilator with at least a Bachelor's degree to administer an on-site exam in Bertrange, Luxembourg. This is a one-time gig with the potential for future opportunities. We provide test administration and accommod...hourly for the entire scheduled time, even if the exam ends early. We have a computer exam coming up where a test taker has been approved for a Reader and input assistance. For this assignment, you are required to be present on-site, sit with the test taker, and read the exam content aloud. You will then enter the answers as instructed by the candidate. The exam is taking place at a professional testing center in Truro, UK. Date: Tuesday, 23 April, 2024 Time: 9:30 am to 10:30 am We provide full training, and this assignment will pay $2...

I'm in need of a software programmer who is proficient in Python, Java, and C++ to develop a small-scale software program primarily aimed at automating a specific task. The task itself is relatively simple, but the automation of it is critical to increase efficiency. Key aspects of the project: - The software program must be designed to automate a specific task. It's crucial that the programmer fully understands the task at hand to ensure a seamless integration of automation. - The scope of the project is small-scale, so the focus is on developing a functional, efficient automation solution. - Proficiency in Python, Java, and C++ is non-negotiable. The software is expected to be developed using these languages. Ideal skills and experience: - Profic...

Project description: I'm seeking a proficient local network cabling contractor to handle projects and technical support. The task involves installation of network equipment (switches, access points, and security cameras for both indoor and outdoor areas). Your role will involve: - Mount/Install network equipment as directed - Field technical support - Remote support Contractor should carry liability insurance and C7 license is preferred Ideal candidates should have extensive experience with network cabling and a track record of executing similar projects successfully. It's crucial for the freelancer to be proficient in handling varieties of network cables especially Cat 5e, Cat 6 and Fiber optic cables, and familiar with network switches, access points, speak...

...calculates furiously for a few minutes] 120 websites. That limitation would not bother me because I plan to scrape not more than a hundred pages each day. In other words, I do not plan to scrape hundreds of thousands, nor tens of thousands, nor even thousands of websites each day. I plan to use your scripts on a relatively small scale of not more than one hundred websites each day. ******* TESTING ******* You must test your script on Linux Mint 21.3 Cinnamon Edition to ensure that it runs properly on Python 3.10.12, on the current stable version of Google Chrome, on Linux Mint 21.3 Cinnamon Edition. I do not care if your script runs on any other operating systems or any other browsers. If you typically use Microsoft Windows, please consider setting up a virtual machine to ...

I'm in need of a skilled software engineer to work on a swim software project. This project involves integrating the new swim software with an existing software A. Here are some key aspects of the project: - Registration System: The new swim software should include a comprehensive registration system with the following functionalities: - User Account Creation: Users should be able to easily create a new account on the platform. - Event Sign-up: An easy-to-use system for users to sign up for various events. - Membership Renewal: A feature to facilitate the renewal of membership for users. - Load Times: I need the system to have quick load times for a smooth user experience. - Additional Options: I'm also looking to add some extra featur...

I'm in search of a virtual receptionist who can handle incoming phone calls and take messages, then email me the information. Here are the details: - Main Responsibilities: You'll be primarily responsible for answering calls and taking messages. - Software Proficiency: You should be well-versed in operating phone system software efficiently. - Communication Skills: It's essential that you can convey messages accurately and professionally via email. - Schedule: April 25-26, 9am-5pm - USA Pacific Time Zone (Located in Nevada, USA)

As an organization, we aim to significantly boost our network security. Thus, we're seeking a skilled professional capable of: - Configuring firewall - Implementing an effective Intrusion Detection System - Establishing secure remote access Unfortunately, we skipped out on specifying our preferred secured remote access service and the size of our network infrastructure during the initial stages. However, we encourage applicants to be fully versatile with VPN, SSH, RDP, and to be equipped to handle infrastructure of various sizes. Prior experience with these areas will be advantageous. Do you have what it takes to help us execute a thorough network security overhaul? If so, we want to hear from you!

I'm looking for an experienced QA Automation Engineer for solving some issues we have in a complex Jmeter script which we are using in our performance/load tests. This is a 1 week job at most and payment will be fixed at $500. Our JMeter script is not a simple one, so if you are not a real expert in JMeter please do not apply. You will fail to do the project. If you are an expert using JMeter for really complex projects, please apply by simply answering the below questions: 1- Tell us why you consider yourself a JMeter expert. 2- What were the most complex 2 projects that you did JMeter tests for and what made them complex. Please type "I can do it" at top of your reply so that I know you actually read the description.

I'm looking for a proficient programmer or web developer with experience in creating Chrome extensions for social media platforms. The main requirement is to generate tailored content for Instagram. - You should create a Chrome extension with the following features: - Template-based content generation: It should support text templates and also have the capability to overlay different texts over one video. - Text overlays: This feature is to add text over images or videos. - Mass production/download: This tool should generate content in bulk and allow for mass downloads. The ideal candidate for this project would have a strong command over JavaScript (for Chrome extension development) and experience dealing with various social media APIs. A strong understanding of content creatio...

...level of proficiency to implement necessary markup for my water treatment business - uswater. The project involves targeting approximately 60-70 cities for 5 different water treatment services. The website I'm working on is built on WordPress. Key Details: - I require schema markup for 5 different water treatment services, namely water filtration, water softening, water purification, legionella testing & management. - The focus is on 60-70 cities, although the range may widen based on the most cost-effective approach. Ideal Skills & Experience: - Proficiency in implementing schema markup, particularly for local SEO purposes. - Extensive experience with WordPress, as the website is built on this platform. - A deep understanding of water treatment services and local ...

As the name suggests, i am looking for somebody who could potentially make me some software that can scan the DVSA government website automatically and be able to find me any test cancellation dates. However, this wouldn't be on the public dvsa website, but for the driving instructor portal (only accessible with a valid government gateway ID [which i will provide]). Further details will be ironed out.

I'm seeking a skilled developer to build a trading bot for the Solana web3 infrastructure. This project involves: - Smart contract deployment - Token and wallet integration - Algorithmic trading bot development Your expertise should include proficiency in creating trading bots, with a deep understanding and prior experience in implementing auto-buy and sell features. Knowledge of trend following, mean reversion and breakout trading strategies is crucial for this role. Additionally, I expect familiarity with the Solana ecosystem to ensure seamless integration. Your input will be vital in positioning the bot precisely within the market dynamics.

...server software and Wireguard exit nodes. Our goal is to provide secure VPN connectivity through our OpenWrt-based router firmware. The successful candidate will be responsible for developing a robust VPN server software or internet gateway software that can authenticate the certificates, keys, or other authentication methods sent by our existing client software and grant internet access. The software should be compatible with both rented hosting solutions and in-house servers. Additionally, you will be tasked with creating comprehensive server software instructions to enable easy deployment and management by non-technical personnel. Key Responsibilities: 1. Develop secure and reliable Wireguard exit nodes and VPN server software. 2. ...

I'm in need of a Freelancer Bench Sales Recruiter who will focus on the IT bench sales for my company. Sr. Bench Sales Recruiter - Freelance (Commission Basis) Remote This is not a salaried position Need Senior/Experienced Bench Sales recruiters who can submit our candidates to Prime vendors and Direct clients. will pay commission per placement. This person can also bring in any other consultants on our payroll (Separate incentives for this) We don't need anyone who works on Job boards. Need someone with strong relationship in the market Job Types: Part-time, Freelance Ideal Skills and Experience: - Proven experience in IT Bench Sales recruitment is a must. - Strong network in the IT industry and access to potential candidates. - Proficiency in utilizing various...

Testing and Deployment Describe how the system will be tested and deployed. Discuss your operational security of the system with respect to the Identify, Protect, Detect, Respond, Recover categories of NIST Cybersecurity framework. Describe what you will be doing at each phase. what is needed: NIST framework document like what you can do here. Usability testing see my for test plan

I'm looking for a skilled software developer who can create a custom, user-friendly test taking software for my extensive question bank. Key Features: - The software should support multiple choice questions only. - I need the software to have the flexibility to set both strict and flexible time limits for each test. - The results should be displayed in a detailed breakdown by question. Ideal Skills and Experience: - Proficient in software development, specifically in creating educational software. - Experience with creating user-friendly interfaces and interactive features. - Strong understanding of database management to handle a large question bank. - Familiarity with constructing detailed result summaries based on user performance. P...

I am seeking a skilled developer fluent in Solidity to develop a web3 smart contract using the Base Sepolia Test Net. Your task will involve: - Developing web3 integration - Designing the simplest UI possible Ideal candidates should have previous experience with Ethereum blockchain technology, Solidity programming distinct to the Base Sepolia Test Net, and the creation of adaptable user interfaces. A background in web3 integration is highly desired. Please provide samples of smart contracts you've developed or relevant project references in your bid.

I require your expertise for an end-to-end testing of my Ruby on Rails application. Inclusive of all the components, which are Models, Controllers, and Views. Knowledge and usage of MiniTest, Simplecov, and Capybara for the testing frameworks are also required for this project. Key features for testing: - User Authentication - Database Queries - Form Validation The ideal candidate would be someone experienced with Ruby on Rails applications, fluent in the use of multiple testing frameworks, and specializes in identifying and rectifying potential pitfalls.

...and overall user experience. • Collaborate with the team to achieve speed scores of 95+ on Google PageSpeed Insights and GTmetrix, focusing on performance, engagement, accessibility, and best practices. 4. Integration and Testing: • Integrate WooCommerce with Klaviyo for seamless email marketing automation, ensuring a cohesive customer experience across all touchpoints. • Transfer settings and configurations from Google Analytics, Google Search Console, and Google Tag Manager to the new WordPress/WooCommerce site for accurate tracking and analytics. • Perform thorough testing of all site functionalities, including Google Merchant Feed file integration, to ensure smooth operation and minimal downtime. 5. Content Migration and Optimization: • Ensure ...

I'm looking for a skilled developer to help me with two main tasks, namely fetching data from a remote source and integrating a cryptocurrency payment option into my website. - Data Fetching: The fetched data, which will be in HTML format, should be displayed on a specific page of my site. Your task will be to use CURL to retrieve this content and have it dynamically updated on the website whenever the remote source updates. - Cryptocurrency Payment: I'd also like to have a cryptocurrency payment option incorporated into the site. The checkout should be seamless and intuitive for users, with the ability to complete transactions using popular cryptocurrencies. Ideal candidates for this project should have: - Proficiency in PHP and experience with CURL for data fe...

• Experience with Testing tools Experienced using SQL Advanced experience developing test metrics and reports Experience with Automated Testing Five (5) • years of Testing experience in a Software Development Lifecycle environment Five (5) • SQL and PLSQL Programming in SQL Server ETL and Data warehouse process Informatica 10 • 20 Informatica Data Quality Profiles , Score Cards SQL Server RDBMS SQL Server Analytics Services SSAS SQL Server Reporting Services SSRS Tableau Reporting BMC Control M Scheduler Tool Data Analysis Data Profiling Application Life Cycle Management Complete Testing process SDLC, Agile Process, SAFE and Kanban methodologies, TFS Tool Good Communication Skills and Quick Learner Selenium Automation Unix Finance Doma...

Dough one Sources is looking candidates for Senior Business Analyst – VBA, Advance Excel. Job Role: Senior Business Analyst Job Location: Remote Experience: 4 + Years as Business Analyst – VBA , Advance Excel 3+ years of experience is required in creating dashboards in Manufacturing, Banking, Retail Industry. Working Hour: 3 hour per day (per day) Salary: 150 – 200 INR Per Hour Job Responsibilities : • Understanding Company requirements. • Understanding, consolidating and analyzing data from spreadsheets. • Creating dashboards, reports and charts in Analytics tools. • Working on financial and other types of modeling projects. • Having knowledge Dashboard Creation, Mainframe automation through VBA. • Good Technical knowledge of VBAs...

...design deliverables to ensure adherence to design specifications, usability standards, and best practices. - Solicit feedback from stakeholders and end-users, incorporate feedback into design iterations, and advocate for user-centered design principles. - Collaborate with development teams to address design implementation issues and ensure the fidelity of the final product. - Perform usability testing and gather user feedback to validate design decisions and identify areas for improvement. 5. Collaboration and Communication: - Foster a collaborative and inclusive work environment, promoting open communication, constructive feedback, and knowledge sharing within the design team and across departments. - Collaborate closely with UX designers, developers, product managers, and...

I'm in immediate need of a cloud-based stock management software with barcode generation, scanning, stock quantity tracking, and weight measurement functions. The system should enable me to: - Generate and scan barcodes for every product in my stock - Track the quantity of each item I have in stock - Measure the weight of my stock in grams I prefer a cloud-based solution that can be accessed and updated from any internet-connected device. The software should have an easy to use interface and be able to: - Enable manual entry of stock data - Support updating stock information by scanning barcodes - Automatically update stock data from my sales records The software could be developed in Excel, as long as it's accessible online. As a freelancer, you should h...

More details: What is the intended purpose of the device? Power automation What specific functions or tasks should the device be able to automate? power grid line control Do you have any specific requirements or features in mind for the power grid line control functionality? Real-time monitoring, Remote control. Develop a hardware prototype for detecting illegal electrical current tapping and automatically shutting off power to prevent hazards.

...proficiency in a wide array of electronics, specifically focusing on Microcontroller integration, PCB layout and USB connectivity. Key Aspects: - PCB Layout design - Microcontroller implementation - USB Connectivity solutions Additional Requirements: - Expertise in Circuit design - Experience in selecting suitable electronic components - Signal analysis knowledge - Ability to conduct thorough testing procedures This project demands an adept understanding of electronic systems and circuitry meant for consumer electronics. Candidates with a solid track record in crafting and refining consumer electronic designs are strongly preferred. Your task will be to convert my ideas into practical, functional electronic designs with your skills, knowledge, and creative problem-solving a...

I'm needing help with a GSAP animation project where a single element is not rotating as intended. Key Points: ...causing the rotation to fail. - Expertise Needed: You should have a strong understanding of GSAP and prior experience in fixing animation bugs in similar projects. Your responsibilities will include: - Reviewing the existing code and identifying the root cause of the rotation issue. - Implementing the necessary fixes to ensure the element rotates smoothly and correctly. - Conducting thorough testing to guarantee the animation works as expected across different devices and browsers. Looking for a professional who can swiftly address this problem and deliver a polished, fully functioning GSAP animation. Please include relevant examples of your previous GSAP work in...

I'm in need of a report that will help me identify potential car theft by analyzing the usage of keyless entry remote systems. Requirements: - The report should be delivered in PDF format, presenting the data in a clear, concise and visually appealing way. - It needs to support keyless entry remote systems specifically, not limited to standard non-smart keys or smart keys. Ideal Skills and Experience: - Proficiency in data analysis and report generation. - Experience in automotive security and car key fobs. - Ability to work with keyless entry remote systems. - Excellent communication skills for a clear understanding of the project's objectives and delivery of the report in a professional manner.

Create an executable scraper in Python that ...one category/sub_category, present the same SKU in different rows. Unit tests The scraper must include unit tests that cover main and error test cases, including optional parameters Submission The following must be submitted: - Scraper code and unit tests - README file for running and deploying the scraper - Output of all SKUs from the 3 online grocery apps specified above Project Acceptance Testing The scraper output will be manually verified within 24 hours of submission and SKU list must be 95% accurate. The SKU list is the most important aspect of the scraper output. Variations in other data for each SKU like stock count, popularity index and prices may vary and higher levels of discrepancy (~25%) during manual verification is a...