Data entry program excel jobs
I'm looking for an google sheets / excel guru who can construct an advanced drop-down lookup system for my entire sheet. This system should include multiple variables that will inform the price from the database. Currently looking up values manually in a series of tables, tables may need reformatting to allow for efficient searching Key skills and experience: - Proficient in MS Excel Advanced Functions - Experience with both numerical and text data - Knowledge of creating drop-down lookups for entire sheets The final product should streamline our decision-making process by providing agile, accurate prices based on the selected variables. Your comprehensive understanding and application of numerical and text data within an Excel environment will b...
I need a dependable freelancer to help me perform a quick 30-minute task involving text data entry. The data to be entered is sourced from a particular website and should be neatly entered into a Word document. Key Responsibilities: - Scour through specified website for necessary text data. - Concisely input data into a Word document. Ideal Skills and Experience: - Attention to detail is paramount. - Fast typing speed. - Familiarity with data entry from websites. - Proficient in Word document formatting. Looking forward to reliable and timely applicants.
I'm in urgent need of a Java program that greets the user based on the system time. The program should be able to run seamlessly on Windows, MacOS, and Linux. Key Requirements: - Determine time based on system clock - Provide a different greeting for morning, afternoon, and night - Be compatible with Windows, MacOS, and Linux I'd prefer if you can complete this project ASAP. Thank you!
I am currently struggling with a specific issue in my App Sheet. The drop-down functionality isn't functioning as expected - it's not populating the correct values. I need assistance in making it work properly. The ideal candidate for this job would be an expert in App Sheet, with experience working with drop-down functionalities and troubleshooting them. Knowledge in data entry forms and calculations and formulas is a plus. To summarise, your job would be to: - Troubleshoot and fix the drop-down functionality in my App Sheet - Ensure correct values are populating in the drop-down list - Optimize for future efficiency and user experience. Please, only apply if you can demonstrate relevant past work in this area. We will collaborate closely to ensure the issue ...
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I need help to sanitize my online database to eliminate duplicate entries. My primary data source is an online database which has become cluttered with repetitive information. This hampers the overall efficiency and creates error in my outputs. I urgently require a skilled data entry expert with a strong competency in data cleaning, in particular, the elimination of duplicate entries. Your role will involve systematically reviewing the database, identifying duplicates and then removing or merging this data. Familiarity with online databases and previous experience in data cleaning is a necessity for this task.
I am seeking a talented professional to assist me with my accounting work using TALLY ERP 9. The tasks will include data entry, bank reconciliation, and financial statement preparation. Key Responsibilities: - Data entry for up to 50 transactions per month - Bank reconciliation - Financial statement preparation The ideal candidate will have prior experience with TALLY ERP 9 and data entry. Additionally, understanding of accounting principles and GST will be highly beneficial. Accuracy, efficiency, and a strong attention to detail are crucial for success in this role.
I require a VBA Developer well-versed in automating repetitive tasks in Microsoft Excel. Your primary task is to automate my existing work functions to increase efficiency. Key Responsibilities: * Understand the current Excel operations and identify scope for improvement. * Develop VBA codes to automate basic standard operations. * Test the robustness and accuracy of the automation. * Combining 2 files into 1 pdf. 1st file is pdf and 2nd is excel(with selected sheets, and selected columns within sheets) Desired Skills & Experience: * Proficient in VBA, specifically for Microsoft Excel. * Experience in automating repetitive tasks. * Sharp problem-solving and debugging skills.
I am seeking a talented professional to assist me with my accounting work using TALLY ERP 9. The tasks will include data entry, bank reconciliation, and financial statement preparation. Key Responsibilities: - Data entry for up to 50 transactions per month - Bank reconciliation - Financial statement preparation The ideal candidate will have prior experience with TALLY ERP 9 and data entry. Additionally, understanding of accounting principles and GST will be highly beneficial. Accuracy, efficiency, and a strong attention to detail are crucial for success in this role.
Seeking a proficient Excel VBA developer to aid in the centralization and automation of tasks in Excel 2010. Project requirements include: - Expertise in Excel latest version - Strong understanding of EXCEL VBA for automation purposes. Please note, specific tasks and functions to be automated in VBA have yet to be defined. Flexibility and broad knowledge in different Excel functions will be considered an asset.
...for a professional with strong data entry skills to assist in transferring text data from digital documents into an excel sheet. The successful candidate should possess: - Reliable accuracy in typing - Fast typing speed (numeric keypad advantageous) - Proficiency in Excel (VLOOKUP, SUMIFS, Pivot Tables, etc.) - Able to interpret written information swiftly - Excellent attention to detail for proofreading entered data. This task will require someone with experience in handling large volumes of data entry, with absolute prioritization on maintaining the integrity and accuracy of the inputted data. Any previous involvement in similar projects handling text data is highly desirable. Understanding of and/or a backgrou...
I'm in need of a proficient Javascript developer to create a script capable of automating multiple task types. The script won't require interaction with external systems or APIs. The successful freelancer should possess: - Proficiency in Javascript is a must - Experience in scripting for automation of tasks such as: * Data extraction * File conversion * Automated data entry Although I didn't specifically outline the tasks, ideally the script should have the flexibility and functionality to handle the tasks mentioned above. Further clarification and details will be given once we're in dialogue. Freelancers to bid are required to have prior experience and demonstrate competency in task automation scripts. Please provide examples of similar w...
I'm looking for an experienced Autocad designer to create a comprehensive plan for a residential construction project. It will involve 2 separate attached draft plans, both with a flat roof design in metric measurements. CAD file require...of this type of construction. - Intermediate Detailing: I require intermediate detailing, including some fixtures, in the sections and elevations. The final deliverable should include: - A high-quality Autocad plan - Comprehensive and clear section details - Elevation details that are well-detailed - Both dimensions and annotations for the plan -Add front verandas to both plans and standard entry door not sliding door. I'm looking for a freelancer who can deliver a high-quality plan that will help in the successful execution of this ...
I need help to sanitize my online database to eliminate duplicate entries. My primary data source is an online database which has become cluttered with repetitive information. This hampers the overall efficiency and creates error in my outputs. I urgently require a skilled data entry expert with a strong competency in data cleaning, in particular, the elimination of duplicate entries. Your role will involve systematically reviewing the database, identifying duplicates and then removing or merging this data. Familiarity with online databases and previous experience in data cleaning is a necessity for this task.
I require precise and efficient data entry services for text-based data that will be entered into reports. The ideal candidate will have: - Proven experience in data entry work. - Familiarity with entering data into document formats. - Great attention to detail, ensuring accuracy of input data. - Ability to work with large volumes of text data. - Familiarity with report formats and terminologies. Please note that accurate and timely completion of this project is of high priority. Your previous experience in data entry for report creation would be greatly beneficial.
...it to "speak with an aggressor controlled server and send the client's confirmation tokens or other data." Microsoft Issues Cautioning For Android Clients Against Xiaomi Document Administrator And WPS Office Applications On Google Play Store Microsoft focused on two applications: Xiaomi's Document Director, with north of 1 billion introduces, and WPS Office, which flaunts more than 500 million introduces. ( Picture Source : Getty ) The security research group of Microsoft has as of late hailed some applications that represent a serious danger to Android cell phones and those applications have been downloaded by more than 1.5 billion clients. Microsoft's Message Knowledge Group in a blog entry said, "We distinguished a few weak applications in...
I am in immediate search of a medical billing specialist with an eye for detail. You will carry out specific tasks such as: -Patient Data Entry from Digital Form Registration [HTML] in medical records online platform. Furthermore, the project largely involves data entry tasks; inputting patient information and procedure codes. As such, you must be proficient with: - Medical billing software () - Electronic health record (EHR) system Familiarity with these software tools are considered a special asset. If you have the necessary skills and hands-on experience, please don't hesitate, bid now!
...of a Zoho Creator app that will streamline data management and analytics for my small business. Key Features: - **Data Entry Form**: I require a user-friendly interface for inputting data into the app. - **Reporting and Analytics**: The app should be capable of generating useful reports and providing insightful analytics based on the data entered. - **Workflow Automation**: I need the app to automate certain business processes to improve efficiency. Platform Accessibility: - The app should be accessible on: - Web browsers - Mobile devices (both iOS and Android) - Desktop applications Ideal Skills: - Proficient in Zoho Creator app development - Experience in designing intuitive and professional user interfaces - Strong background in data...
I need someone with specialized skills in password recovery to restore a forgotten password for an Microsoft Excel worksheet. This task requires a professional password hacker. I require one spreadsheet opened and password recovered and removed. Skills and Experience required: • Proficiency in programming languages, particularly those relevant to password recovery. • Expertise in methods of password recovery for Microsoft Excel worksheet xlsx files. • Strong ethics - the information on this spreadsheet must stay confidential. • Can deliver results within 7 days. • Will pay on successful confirmed completion only.
I require a proficient freelancer to design a distinctive Excel file that will be used for web form completion. Once the Excel file is uploaded, the system should automatically read and fill the corresponding fields. These may be a composition of dropdowns, text or checkboxes with comprehensive validation, such as numbers-only constraints, email format requirements, date format validation, dropdown list checks, value ranges among others. Ideal Skills: -Qualified in Excel -Understanding of data validation Experience: -Web development -Scripting in Excel -Web form design -Experience designing similar projects Please note that while the specific dropdown fields were not detailed, anticipate flexibility and adaptability in the code to conform to possible ...
...categorizing PDF files into different groups; namely invoices, HR-contracts, or MOUs and then under go different ways for each document catagory: A. in case of invoice: - extract the data inside invoice (invoice number, date, buyer name, total amount sold, and total due amount) and save them in an Excel file. B. In case of HR-contract: - simply move the file from the existing location to the HR-contract folder. C. In case of MOU: - simply move the MOU from the existing location to the MOU folder. Details: - Your responsibility is to build a desktop application that processes and accurately categorizes data from complete PDF files. - You are required to utilize LangChain for language translations and OpenAI llms for text generation. - The app should be developed ...
I require a proficient Excel expert with strong skills in data analysis and organization. The primary tasks you will handle include: - Analyzing business-related data - Organizing the analyzed data in an easy-to-understand format The purpose of these tasks is to help streamline business reporting processes. You must be adept at dissecting large volumes of data and summarizing key points to help inform business decisions. The final deliverable should be a standard Excel file that details the organized and analysed data. Relevant skills needed include data analysis, Excel proficiency, and a keen understanding of business data interpretation.
...clients from both languages. Key Responsibilities: - Email Management: You will be responsible for handling my email correspondence, prioritizing emails, and responding to clients in a professional and timely manner. - Scheduling Appointments: You will help me in coordinating and scheduling meetings and appointments, ensuring my calendar is up-to-date and organized. - Data Entry: You will be required to assist with data entry tasks, ensuring accuracy and attention to detail. ZOHO Expertise: - Familiarity with Zoho CRM, Zoho Books, and Zoho Creator is a must. If you have experience in other Zoho applications, this would be a great advantage. Communication: - As for communication, I prefer to use a mix of Email, Phone, and Instant Messaging. You should be co...
I'm in need of a fitness expert who can develop a comprehensive personal training program sheet for my clients. The ideal candidate would have a strong understanding of exercise physiology and program design, as well as extensive experience in personal training. The program should cater for three main fitness goals: - Weight loss - Muscle building - Endurance training It should also cater to two levels of fitness experience: - Beginners - Intermediate The training frequency may vary, though it typically falls between 3-5 days a week. I need the program to be versatile and adjustable according to the individual's schedule. Include - Nutrition - Graph for progress (weight, fat percentage, habit tracking, calories/steps calculator) whether fitness ...
I'm seeking a computer science tutor to guide me through QuickBooks and Excel. - Topics include QuickBooks, Excel, data structures, algorithms and programming languages. - Primarily need help with data entry and organization in QuickBooks and Excel. - Additionally, assistance with Formulas and Functions in Excel is required. Ideal candidate should have: - Proficiency in QuickBooks, Excel and knowledge of data structures and algorithms. - Strong background in programming languages. - Experience in tutoring or teaching will be a plus. Please note that the volume of entries or rows of data is minimal, less than 100. Looking forward to your proposals!
I'm in need of a proficient Microsoft power apps developer to create a simple yet functional staff scheduling tracker. The scheduling is related to a consulting business. This involves: - Implement data entry feature to manually enter: employee list (name, role, hourly cost, start date for the specific cost [i.e. the cost of the single employee could change over time]), job list (job name, client, billable value, target margin, start date, job owner [i.e. owner is form employee list], list of employee assigned to the job), list of legal Holiday, company holiday, employee specific holiday - Implementing for each job a view to manually fill, for each employee assigned to that job (i.e. each employee could be assigned to 1 or more jobs), hours to be charged to the specifi...
Are you looking to master SQL, Excel, or Python? Look no further! With years of experience in data analysis and programming, I offer comprehensive tutoring services tailored to your learning needs. **What I Offer:** 1. **SQL Mastery:** From basic queries to advanced database management, I'll guide you through understanding SQL syntax, optimizing queries, and database design. 2. **Excel Expertise:** Whether you're a beginner or looking to enhance your Excel skills, I'll cover everything from formulas and functions to data visualization and automation. 3. **Python Proficiency:** Dive into the world of Python programming with personalized lessons covering fundamental concepts, data manipulation, scripting, and more. **Why Choose Me...
I'm seeking an experienced PowerApps developer to assist ...an experienced PowerApps developer to assist in creating a system for daily information management. - Data Formatting: The information will consist mainly of text fields, numeric data, images or multimedia, and a predefined set of choices. - User Interface: The system should offer a user-friendly interface for data entry and management. - Data Storage: The daily information should be saved to a centralized excel or table, allowing all authorized users to access the data at any time. The ideal candidate for this project would have prior experience in PowerApps development, particularly in creating systems for data management and user input. Experience with integrating P...
I'm looking for a part-time, entry-level position in the technology industry. I’m keen to start my career in the tech sector and I believe a part-time, entry-level position will offer me the perfect opportunity to learn and grow within the industry. I'm looking for a supportive, inclusive work environment that fosters my professional development. Ideal Skills & Experience: - Strong willingness to learn and grow - Basic understanding of technology concepts - Excellent communication and interpersonal skills I'm particularly interested in companies that provide opportunities for growth and development, where I can work with a supportive team that values and encourages continuous learning and skill development.
I'm looking for a capable designer who can create a modern style title card for a jukebox. Key Requirements: - The design must be modern in style - The final deliverable should be in a word or excel format to allow for editing Content: - The title card should include the song title and artist in the right portion - A photo element should also be incorporated for visual appeal in the left portion. I'd like a card similar to the one you see here. It's exactly 18cm wide x 12cm high. However, the photo portion should be smaller, as the text does not contain the Artist, which I need. I have attached some examples here. Photos # 4 5 and 6 are from my actual machine. I need to edit and make 100 of these. There should be 22 columns on the right side for the Numbe...
Urgently seeking a proficient Microsoft Excel user to help input a mix of numeric and text data into a CSV file. Your skills and experience should encompass: - Mastery of Microsoft Excel - Wide-ranging background in data input - Solid understanding of CSV files - Ability to work quickly and accurately The project is immediate and time-sensitive. Appreciate your prompt attention and swift action. Looking forward to your bids.
...large sets of data - has exporting skills into SQL - Excel and VBA, - Has experience in different querying languages - Proficient in Microsoft SQL Server Management Studio - Familiarity with Windows OS - Experience in handling multiple databases with SQL - Strong troubleshooting skills I currently manage over 11 databases via Microsoft SQL Server Management Studio, and my system operates on Windows. You would be working an 8hr paid day in the Australian Time Zone (NSW) 4pm to 1am (1hr OR 2 x 30min unpaid lunch or dinner break) Monday to Friday / possible weekend work. Personality traits for this role is someone who has a high value on the following: - very organised and likes following processes to complete a task - Someone who cares about strong attention to detail in...
I'm seeking an expert in Excel and VBA who can work on an an existing financial model. The primary tasks will involve optimizing formulas, macros, and implementing data validation. I am looking for an hourly regular working engagement where the person will sit with me from time to time online and solve for things one at a time. I cant share workbooks as I have some IP related restrictions so person will have to work on my system, remotely. For Faridabad, Haryana based freelancers, we can do it in physical mode too. Key areas of focus will be: - Refining Formulas and Calculations. - Improving Data Organization and Management - Managing , improving the existing VBAs
I am in need of an excellently crafted web form that can ...various services provided by my business. - Calculation logic: Addition is the primary calculation required. The system should be able to add up the costs of selected services. - Data entry: Your form would need to support product selection-based data entries. - User interface: the form should be easy to navigate, with clear instructions for inputting service choices. Ideal Candidate: - Proven experience in designing excel forms with integrated calculation logic. - Ability to design a user friendly interface. - Eye for detail, as the calculator must produce very accurate results. - Strong knowledge of Excel features and data calculation techniques. - Excellent communication skills to und...
I'm seeking a proficient Excel expert who can assist me with enhancing my current study time tracker. I need the following features to be incorporated: - Auto-calculation of total study hours: I'd like for this to be automatically summed up based on the inputs provided. - Auto-calculation of average study hours per day: This should also be done automatically, providing me with a clear view of my daily commitment. - Study hours per subject: I require a part of the spreadsheet to allocate study hours to specific topics that I am learning. The spreadsheet will be utilized for tracking my study progress across different subjects. It should allow for easy input of study hours and materials covered. I will provide the current version of the spreadsheet to the chosen freelan...
I have an Excel spreadsheet containing a list of data, from which I need specific email addresses extracted and organized. Key requirements: - Extract email addresses: You'll need to go through the spreadsheet and locate email addresses contained within the data. - Excel Organization: The extracted email addresses should be neatly and accurately organized in the Excel spreadsheet. Each email should be placed in a separate cell. Ideal Skills: - Proficient in Excel: Ability to efficiently navigate and manipulate data in Excel. - Data mining and extraction: Skilled in identifying and extracting specific data from larger datasets. - Attention to detail: Accurate organization of email addresses is crucial. - Time manag...
I have a requirement to develop a bespoke Microsoft Excel spreadsheet to calculate sales commissions. Let me share the specifics: - The variables: I want this spreadsheet to take into account the Sales Volume, the Profit, and the Commission Percentage while computing sales commissions. - Calculation specifics: Commission should be determined according to a custom formula that considers the Commission Percentage. - Data input: The spreadsheet should be easy to use, allowing me to manually input the data for calculation. The ideal freelancer for this project would be someone well-acquainted with the mechanics of Microsoft Excel and its formulas. Relevant experience in the field of sales calculations would be an asset. I am trusting that this tool will enhance ...
...the house to create a front porch. I would like pillars in the front. I want the ceiling above the living room/kitchen area to be vaulted. - the home will be built slab on grade, acid washing the concrete floor to be the finished floor - the home needs to be ADA compliant (we are building this home for my elderly parents) -I do not want stairs going into the home, all entrances (front entry and garage entry) will be concrete slab. -because we are building this home for my parents, I need it to be as cost effective as possible. -We are building this home ourselves (we built our own home 15 years ago!) Ideal Skills and Experience: - Expertise in architectural design, particularly in eco-friendly projects. - Experience in creating innovative and practical floor plans, e...
I have a substantial Excel spreadsheet that requires competent attention. I'm on the lookout for someone who's proficient in: - Data entry - Data cleaning Your role will primarily involve entering various types of data that's currently on an Excel spreadsheet. Despite the data being available, it's in a raw unclean format that needs some cleaning. The ideal freelancer is someone who's used to working with Excel and recognizing inconsistencies, errors, and redundancies. Additionally, anyone versed in: - Proficient in Excel usage - Strong attention to detail - Experience in data cleaning - Strong data entry skills would be extremely helpful in achieving the goals of this project.
I'm in need of a reliable freelancer to assist with a data entry task. Though I didn't specify the details in the questionnaire, the project involves entering data into a specific format. Key Project Details: - Fast and accurate data entry skills. - Fast Copy paste - Basic English - Ability to follow specific formatting instructions. I'm looking for someone who can work efficiently and complete the task within a reasonable timeframe. If you have previous experience in data entry is Good newbies also preferred and are confident in your abilities, please submit your bid.
I need a proficient Excel specialist to develop a spreadsheet that will calculate gross pay based on clock in and clock out times. Some work-shifts will start on one calendar day and not clock out until the next calendar day (example- clock in May 1 at 3:30pm - clock out May 2 at 12:30am). It should also factor in specific overtime rules for the workplace, including: - Weekly overtime after 40 hours. -All hours on any given workday shall be paid at the straight time rate of pay unless forty (40) hours have already been worked at straight time. No matter the length of route: example- a driver's bid/scheduled route may be 10.8 hours, as long as the employee does not work any additional hours other than those bid/scheduled, they will be compensated at straight time rate of pay unl...
...various online tasks, primarily data entry, research, and email management. Key Responsibilities: - Data Entry: This involves copying and pasting data, as well as cleaning and organizing it. Furthermore, I need assistance with data analysis and reporting. The ideal candidate should be comfortable with working in spreadsheets, and have a good eye for detail. - Research: The research tasks will include market research, competitor analysis, and product research. You should be able to gather and synthesize data from various sources to help me make informed decisions. A background in a related field is a plus. Skills: - Proficient in using spreadsheets - Strong attention to detail - Excellent research skills - Ability to work independent...
I am looking for a REMOTE personal trainer VIA ZOOM who can help me improve my overall fitness at home. I would like someone who can assist me 5 or more days a week. Preferred Skills and Experience: - Extensive experience in personal training, ideally with a focus on overall fitness improvement. - Knowledge in structuring comprehensive home-based workouts. - Ability to create diverse workout plans to avoid monotony. - Experience in motivating clients to attain their fitness goals. This is an excellent opportunity for trainers who have a knack for pushing their clients towards their best and are capable of providing a personalized approach to fitness-building. Please ensure your proposal details your approach, along with your relevant experience.
Hi, I require data extraction from 358 scanned Portuguese invoices & receipts: date, vendor, amount. Date: in TEXT format ddmmyyyy (29022024) Vendor name: All in UPPER like ADICAO DISTRIB EXPRESS S/A, ADP COMERCIO DE ALIMENTOS LTDA, APS RESTAURANTE & MERCEARIA EIRELI Amount: in TEXT format 12.345.67 Flat rate 2 NZD per 100 invoices/receipts (Portuguese). Ongoing project opportunity. Please start your bid "2NZD" I appreciate you reading my post
I'm in need of a meticulous professional to clean a mixed set of data contained in an Excel file. I am specifically struggling with duplicate values and missing entries. To effectively accomplish this: - You should possess excellent skills in data analysis and data management. - Previous experience with Excel-based data cleaning is preferable. - Profound knowledge of dealing with duplicate entries and filling in missing data is required. - A keen eye for detail and ability to spot and correct errors is essential. In summary, my ideal candidate would be someone with significant experience in data cleaning, particularly with mixed data in Excel files. It would be a bonus if you've previously resolved issues...
I have a set of handwritten notes with relevant numeric data that I need entering into an online database. The task involves transcribing the numerical information with a high degree of accuracy. Key Requirements: - Enter numeric data from handwritten notes into an online database - Ensure high accuracy in data entry - Abide by project deadlines - Maintain confidentiality of data Skills Required: - Proficiency in data entry - Attention to detail - Experience with online databases - Fast and efficient work ethic - Ability to maintain data confidentiality
I am looking for a professional who can support in executing an educational program focused on menstrual hygiene for school-going girls. The program should be spread over 3 months and integrate interactive workshops and instructional videos. Key Responsibilities: - Collaborate to design and execute interactive workshops on menstrual hygiene for girls - Develop engaging and informative instructional videos catering to the target audience - Enable a smooth flow of the program over a 3-month period Ideal Skills & Experience: - Previous experience in creating and executing educational programs for adolescent girls - Ability to design engaging and interactive workshops - Proficiency in creating informative and engaging instructional videos - Understanding of girls�...
I am in need of a detail-oriented individual to help with a data entry project. This involves manually entering alphabets into an Excel spreadsheet to create a comprehensive database. For this task, you should have: - Excellent attention to detail, as the entered alphabets should be strictly in lowercase. - Proficiency in Excel, as the data will be used to compile an Excel spreadsheet database. - Ability to work diligently on a potentially repetitive task. Your primary responsibility will be to manually input the alphabets into the spreadsheet with absolute accuracy. As it's vital that each data entry is correct, having strong attention to detail is paramount for this job. Experience in data entry and Excel...
I have an Excel file that is corrupted and won't open. The latest version has over 5000 columns which I need retrieved. I have a previous version of the Excel file with over 4500 columns. The Excel file was last saved on a USB and I am using Excel 2016. I do have a backup copy of the corrupted file. Key Tasks: - Recover the latest version of the Excel file with over 5000 columns. - Integrate the data from the previous version (4500 columns) into the latest version. - Ensure all data is intact and functional. Skills and Experience: - Expertise in data recovery and Excel. - Proficiency in Excel 2016. - Attention to detail and thoroughness to ensure that all 5000+ columns of data are successfully retrieved and...
