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I'm seeking a freelancer who can convert PDF files to Word documents. The primary aim of this project is to enable me to edit the content within the Word documents. Key Requirements: - Conversion needs to retain images: I want the images within the PDF to be included in the Word document exactly as they are in the original PDF. - Formatting: I need the Word document to match the PDF as closely as possible. I'm looking for an experienced individual with strong attention to detail and exceptional skills in PDF to Word conversion. The ideal candidate should also be proficient in managing images within documents and maintaining accurate formatting. A demonstrable history of completing similar tasks with precision is highly desirable. Looking forward to receiving proposals from...

I have several PDF files in English that I need to be converted into Word files. I want the Word files to have the exact formatting as the PDFs. Ideal Skills and Experience: - Proficiency in English - Expertise in PDF to Word conversion - Attention to detail to ensure accurate formatting transfer - Experience in working with various document types.

I'm looking for a data entry specialist to assist me with entering a mix of numeric, textual and formula-based data into a spreadsheet. The data will be provided in digital format, typically in CSV or Excel files. Key Responsibilities: - Accurately transcribing a mix of text, numbers, and formulas into a spreadsheet - Ensuring that the data is organized and categorized correctly - Delivering the completed spreadsheet on time, following provided guidelines Ideal Candidate: - Proficient in data entry with experience in handling diverse types of data - Familiarity with Excel and basic formulas - Detail-oriented and capable of consistently delivering accurate work - Able to work independently with minimal oversight If you have the required skills and are committed to high-quality data...

I'm seeking a data entry specialist with a knack for precision to type data from PDFs into an online database. Key Requirements: - As a data entry specialist, you will be responsible for the accurate and timely entry of data from PDFs into our online database. - The data format should match the original PDFs, with no specific validation rules needed. - The ideal candidate will be detail-oriented, with a proven track record of data entry. If you're someone who enjoys working with data and has an eye for detail, this could be an ideal project for you.

I'm in need of a meticulous data entry specialist with experience in handling numeric data. The primary goal of this project is to have handwritten documents accurately transcribed and input into a system, ensuring a high level of accuracy and attention to detail. Requirements: - Proficiency in handling numeric data - Experience with record keeping - Meticulous attention to detail - Ability to transcribe handwritten documents accurately - Understanding of data entry principles and best practices The ideal candidate should be able to work efficiently, ensuring that the data is entered correctly and organized properly to facilitate record keeping. Any experience with similar projects will be highly valued.

I need a proficient data analyst to perform an in-depth exploratory data analysis. This analysis is pivotal for identifying trends and patterns, detecting outliers and anomalies, and assessing the data quality. You will need to create a PowerPoint presentation or slide deck along with a script or talking points based on your own perspectives and insights gained from your analysis, culminating into a 5-10min presentation. *Visuals must be included* A rough time breakdown for the presentation would be: 1-2 min introduction of datasets, why it was chosen etc. 3-4 min how the data was cleaned and analysed, talk about the insights, talk to the visuals presented. 1-2 min conclusion and wrapping up the presentation etc. Key Requirements: - Proficiency in data analysis and exploratory data anal...

I need a freelancer who can convert my PDF files into editable Word documents. These are mainly text documents that require basic formatting. Key Requirements: - Ensure that the content is accurately transcribed from PDF to Word - Preserve the original formatting of the text, but no need to replicate complex layouts - Comply with my instructions for the basic formatting and text focus - If applicable, include any images or tables that are present in the PDF documents The ideal candidate should be proficient in using Microsoft Word and Adobe Acrobat, and have experience with document conversion projects. Accuracy and attention to detail are crucial for this task.

I have a set of handwritten documents that I need to be typed up in a Word document. The data is not complex and is mostly text with a few tables and bullet points. Key Requirements: - Typing handwritten text into a Word document. - Ensuring the text is accurate and complete. - No need for any data analysis or interpretation, just straightforward transcription. Ideal Skills and Experience: - Proficiency in typing and experience with data entry. - Attention to detail to ensure all content is accurately transcribed. - Familiarity with Word processing to deliver the final documents in a clean and professional format. I'm not looking for any specific formatting, just a clean and legible Word document with the content from the handwritten documents. The budget and deadline for this proj...

I am looking for a freelancer to help me in drawing the developed Artificial Neural Network (ANN) which will predict data related to education. The visual representation of the selected parameters and the predicted data versus the actual data will be shown in the form of spreadsheets. Your role will be to: - Draw the developed ANN for education prediction - Show the selected parameters for the developed ANN - Visualize the predicted data versus the actual data in spreadsheets Ideal skills and experience: - Solid understanding of Artificial Neural Networks (ANN) - Experience in data visualization, particularly using spreadsheets - Familiarity with educational data or at least a background in developing predictive models in a related field - Ability to clearly communicate complex technica...

I have a large volume of both text and numeric data that I need inputted into Microsoft Excel. Here's what I need: - Accurate entry of the text and numeric data - Scaled to handle a large quantity of data - Flawless use of Microsoft Excel for data entry Ideal candidates will be detail-oriented, proficient in Excel, and able to handle a large volume of data. Proven data entry experience would highly be beneficial for this task.

Hi, Looking for an individual freelancer not companies We are small scale medical recruitment company based in Australia. Seeking for someone to do the below tasks for us on a monthly basis. It will be part time long term work 10-15 days a month approximately. Convert resumes to our Letterhead format (50 resumes a month approximately) Add candidates to Job Adder- we will give link & training (50 candidates a month approximately) Add updated details of candidates, medical centers, jobs & etc to system & our database Add new medical staff jobs to the system - From 25 websites approximately- twice a week Desirable Skills Attention to detail Very good knowledge in English Quick learning skills & hard work Past experience & good reviews will be an added advantage We are...

I'm seeking an expert in Python and VBA who can develop a real-time data statistical analysis tool for use on Windows. The tool must be able to process financial data. Though the format of my data wasn't specified, please be ready to handle a diverse range of formats, including but not limited to CSV files, SQL databases, and Excel files. Skills and Experience: - Mastery of Python and VBA - Experience with statistical data analysis - Familiarity with financial data - Proficiency in handling diverse data formats. - Skill in working on Windows OS. Ultimately, I require a reliable system for my ongoing financial data analysis needs. Your track record of similar successful tasks will be a plus.

I'm in search of an expert in MS Excel to help me with an advanced task involving formula creation. This project requires knowledge of macros and pivot tables. Your primary responsibilities will include: - Developing and implementing complex formulas in Excel - Ensuring the data is correct and displayed properly - Creating macros and pivot tables - Providing any insights that can help improve the overall process The ideal candidate should have: - Proven experience in advanced Excel tasks - In-depth understanding of macros and pivot tables - Ability to communicate effectively and provide clear progress updates - Attention to detail and accuracy in data analysis and formula creation

I'm looking for a seasoned developer to create a desktop application focused on data management. This software will be used on the Windows operating system and must be developed using Java. The ideal candidate will have: - Extensive experience with Java and Windows development - A deep understanding of data management systems - The ability to work effectively and communicate progress regularly Please provide a clear demonstration of your skills in these areas when submitting a proposal, we are looking for the best development talents to execute this project.

I require assistance in converting a variety of file types including Word, Excel, and PowerPoint files, into PDF format. Here are some specifics about what I need: - I need the original formatting from the source files to be preserved during the conversion process. This will ensure that the PDF versions closely resemble the original documents, without any loss of visual integrity. - The files for conversion will be provided via a cloud storage link, such as Google Drive or Dropbox. I expect the freelancer to be proficient in accessing and handling files from these platforms. Ideal candidates for this project should have: - Proficient experience in converting different file types (e.g. Word, Excel, PowerPoint) into PDF format. - Strong attention to detail to ensure the preservation of ori...

I want someone who can create a database in Excel/Access for Invoices Log (tracking for already processed invoices) with the following features. 1- A list of all invoices (Master List) with the field names I will provide. 2- A list of all Contracts with the field names I will provide. 3- A list of all Purchase Orders. 4- A list of Approvers who is approving the invoices. 5- A list of Accounts. 5- All of these list should be linked with each other. The database should have a main page, with link to the above mentioned list pages plus Add Invoice, Search Invoice, Search Approver, Search Contract, Search PO, Search Account and Reports pages. For Add New Invoice page, I should be able to add an invoice details in it, and if it's related to a contract or purchase order, I should be able...

I'm looking for someone who is smart and can record some action songs for preschool kids. No previous experience is required. You can just use your phone camera to record the videos. You only have to act/dance based on the songs we provide. You will get the payments for each video song you record. I will provide you with all the reference songs for each video. These are just 3-5 minute long videos and it depends on the rhymes song. Please take a look at the example video (This is just a demo video and the rhymes will be mostly in English.) -------------------- -------------------- -------------------- -------------------- -------------------- -------------------- -------------------- -------------------- PLEASE NOTE: You must be in SAREE for more professional looks.

Description: I require a one-time conversion of my QuickBooks accounts into the iBRXL format, specifically at a summary level. Although I already have the accounts in iBRXL format, there are errors in the current version due to software issues, necessitating resubmission. Requirements: Convert QuickBooks account data to iBRXL format Ensure data is at a summary level Correct any existing errors from the previous software conversion Provide a final, error-free iBRXL file ready for submission Ideal Skills and Experience: Proficiency in QuickBooks and iBRXL format Strong attention to detail and accuracy Experience in data conversion and error correction Ability to deliver a high-quality, error-free file promptly If you have the expertise to perform this conversion and correct the errors, I l...

I need a competent statistical analyst to conduct a T test for my DNP project. Key Details: - The purpose of this T test is to evaluate the effectiveness of the Phq9 screening tool. - The expected outcome of this analysis is to increase the identification of depression symptoms in my target population, which consists of adults over 18 years old. - This project requires strong knowledge in data analysis and statistical tests. Ideal skills and experience: - Proficiency in data analysis - Deep understanding and experience in conducting T tests - Familiarity with DNP projects and Phq9 screening tool - Knowledge in health sciences and mental health studies preferred. Looking forward to working with professionals who meet these qualifications.

I'm on the hunt for a skillful coder proficient in web scraping, specifically for Website A. The goal of this project is for obtaining valuable and significant data for analysis, competitive intelligence, and price comparison. While there's no explicit mention of the type of data to be scraped, I anticipate that a capable offering will cater to a variety of needs such as: - Text content - Image content - Metadata Ideal Experience and Skills: - Proven experience with web scraping - High proficiency in handling large data sets - Comfort in navigating Website A - Ability to collect comprehensive data categories Looking forward to a potential collaboration to achieve this goal!

I need my accounts from QuickBooks converted into iBRXL format. This is a one-time job and I only need the data at a summary level. I already have the accounts in iBXRL but there are some errors in the software used that mean they have to be resubmitted.

I am seeking a professional who can automate various tasks between ClickUp, Zapier, Mailchimp, and Google Sheets. This will include: - Data syncing among all four applications, set to be updated daily. - Automating my email marketing process via Mailchimp. - Automating task management via ClickUp. Specific Tasks: - Automation of task creation in ClickUp. - Automation of sending out emails based on changes in task status. Skills and Experience Required: - Proven experience in working with ClickUp, Zapier, Mailchimp, and Google Sheets - Proficient in automating processes and task management - Strong data management skills - Experience in email marketing automation is an asset This automation project will help streamline my business processes, so efficiency and attention to detail are cr...

As part of my MBA project, I have prepared a Project with analysis on Pharmaceutical industry. It is 15000 words project. I'm looking for a skilled and experienced researcher proof read the content and rectify if any plagiarism is found. Key areas of focus: - Conduct a thorough investigation on the project. - change the content which has plagiarism. Usage of quillbot or chagpt is not recommended. - Prepare charts and pie. Maybe 3 or 4 small charts and diagrams are there. I'm seeking a professional with: - A strong background in Research and/or the pharmaceutical industry - Excellent report writing skills, capable of delivering a well-structured and insightful final document.

I’m in need of an experienced Excel software engineer who specializes in automation. The project revolves around automating data entry tasks in Excel. We are an accounting firm and I am looking to automate my compliance practices. Tasks include 1) rolling forward previous year excel work papers 2) taking information from. Client data sheets (excel) and importing into new excel workpaper workbook 3) data analytics based on metrics 4) hyperlink to source data Ideal candidates should have: - Proven experience with Excel macro programming and automation - Ability to work with numeric and legal data - Strong attention to detail to ensure data accuracy This will be a valuable addition to our workflow. Looking forward to your proposals.

I need a Google Sheets expert to help me put together an extensive and detailed cricket schedule for the upcoming English summer season. Tasks Include: - Including International, Domestic, and Club tournaments and teams in the schedule - Organizing fixtures based on the date Additional Details: - Each fixture should have comprehensive information about the venue - Match timings should be included - Broadcast details for each match should be provided Ideal Skills: - Proficiency in Google Sheets - Knowledge of cricket and its various tournaments - Attention to detail to ensure that all necessary information is included - Time management skills to complete the project in a timely manner more details--- ### Task Description: Google Sheets Data Entry Expert for Cricket Schedule **Objective...

I need an Excel expert to create a comprehensive spreadsheet to track and calculate project costs, revenues, expenses, and profits. Specific calculations required include sum, average, percentage. The Excel sheet should track the following: - Project cost - Project revenue - Project expenses - Percentage of account receivable - Percentage of account paid - How the client paid after tax - Description for the costs - Percentage of the costs - Percentage of the profit before tax - Percentage of account receivable before tax - Date of payment The data presentation in the spreadsheet should be in the form of tables and graphs. Experience with financial data analysis and management is vital. Understanding of cost and profit calculations, as well as capability to implement advanced Excel fun...

I have an existing Excel macro that is predominantly used for handling formatting tasks within the Excel file. However, I need an expert who can assess and modify it to ensure compatibility with Excel for Mac 2019 or later. Key Requirements: - The existing macro primarily deals with formatting tasks within the Excel file. - The data in the Excel file is stored in both text and numerical formats. - The main change required is to update the formulas in the macro to ensure it functions smoothly on Excel for Mac 2019 or later. The ideal freelancer for this job would have prior experience with: - Excel macros and VBA - Formatting tasks in Excel - Updating or creating cross-platform Excel macros This project requires a meticulous attention to detail, as the compatibility adjustments are cru...

I'm in need of a skilled professional who can provide me with HD screenshots of successful stock trades made on the Robinhood platform. I will need at least 50 screenshots in total. The screenshots must include the following key details: - Trade date and time - Profit margins - Stock symbols and volume This project requires a meticulous and detail-oriented individual who is capable of accurately capturing and presenting the specified information. Experience with stock trading or familiarity with the Robinhood platform would be advantageous, but not mandatory. Thank you in advance for your help.

I am seeking a skilled data miner to initially extract at least 1,000 company names, telephone numbers, and emails of translation agencies in the United States. We will provide the names of the cities, and the data miner will be responsible for searching local translation agencies on Google that meet these requirements. The database is to be created on a Google Spreadsheet. Based on this information, please tell us how many entries you can complete per hour and your best rate per hour.

I have a PDF file with over 50 pages of data in mixed formats - text, numbers, and tables. The task is to accurately transfer this data into an Excel spreadsheet in a tabular format. Key requirements: - Data entry from a PDF file into an Excel spreadsheet - The data is of moderate complexity, so a good understanding of Excel is needed - The output should be a well-organized and clean Excel spreadsheet Ideal skills for this job: - Proficiency in data entry and working with large data sets - Advanced Excel skills, including the ability to work with mixed data formats - Attention to detail and accuracy to ensure the data is correctly captured - Experience with PDF to Excel data conversions would be a plus Please note that while the task is to transfer data, there is no requirement for dat...

--- ### Job Title: Excel Sheet Creation for Job Tracking and Payment Calculation **Description:** I need a custom Excel sheet to help me track jobs completed by my installers, including details about each job, such as dates, customer information, and payments. The sheet should be able to automatically calculate the total number of jobs done and the total payment owed to each installer. **Requirements:** 1. **Job Tracking:** - Columns for the date each job was completed. - Columns for the job details including customer address and account number. - Columns for the installer assigned to the job. 2. **Payment Calculation:** - Ability to input the payment rate per job. - Automatic calculation of the total number of jobs completed by each installer. - Automatic calculation...

I am looking for an expert who can assess and modify an existing Excel macro for compatibility with Excel for Mac 2019 or later. The current macro mainly handles formatting tasks within the Excel file. Key Requirements: - Assess the current macro's compatibility with macOS - Modify the macro to ensure compatibility with Excel for Mac 2019 or later I don't have a strict deadline for this project, so you can work on it at your own pace. However, I am looking for someone who can get this done efficiently and effectively. Feel free to ask any questions for more information. Ideal Skills and Experience: - Proficient in Excel VBA and macros. - Extensive experience in adapting macros for cross-platform compatibility. - Knowledge of macOS compatibility issues with Excel macros.

I'm in need of a knowledgeable expert to help manage my bookkeeping using FreshBooks. Your tasks will primarily involve: - Maintaining financial records and handling all business transactions - Ensuring accuracy and maintaining systematic order Ideal candidates should be well-versed with FreshBooks and have profound experience in accurate bookkeeping. A strong comprehension of financial statements and the ability to organize large amounts of data are also critical. Previous accounting experience would be a bonus. Prompt, reliable, and detail-oriented professionals are preferred.

I'm looking to integrate Open AI capabilities with Google Sheets to create an AI assistant that can provide our customer real time inventory information when asked. Key Project Details: - The main task of the AI assistant will be to provide real-time inventory information from Google Sheet that contains our inventory data. Ideal Skills: - Solid experience with Google Sheets API - Proven track record of integrating AI tools with external data sources - Understanding of real-time data processing and automation - Familiarity with predictive inventory management would be a plus I'm looking for a freelancer who can bring both technical expertise and creative problem-solving skills to this project.

I'm looking for a data sourcing and CRM expert to help me build a targeted lead list for prospecting. The ideal candidate will have experience in: • Identifying relevant data sources for lead generation based on an Ideal Customer Profile (ICP). • Sourcing high-quality contact information (emails, phone numbers) for 100-200 potential customers. • Data cleansing and validation to ensure accuracy. • Uploading the cleaned data into HubSpot CRM. Project Goals The goal of this project is to establish a foundation for targeted email marketing campaigns. This will be achieved by: • Creating a targeted lead list based on my ICP. • Uploading the lead list into HubSpot for easy campaign management. Your Responsibilities • Collaborate with me to define my Ideal ...

As a new hotel owner, I need an Excel spreadsheet capable of calculating the optimum number of staff I need based on the number of available rooms, which in my case is 438 rooms. My current hotel staffing level is in its initial stages. The spreadsheet should effectively track staff allocation costs and other related expenses to assist in budgeting. The key tasks it will need to perform include: - Calculating the optimum number of staff - Staff allocation - Expense tracking The ideal freelancer will have experience in human resources, budgeting and have advanced Excel skills. They should understand how staffing impacts hotel operations and costs, with a keen understanding of allocation of resources. Their experience should also include creating Excel spreadsheets for companies in their...

I need a skilled data entry professional to help me with a project. I have a large volume of text-based data that I need input from physical documents. The task involves organizing this data in a document. Key Responsibilities: - Transcribing text-based data from physical documents accurately - Ensuring the data is organized as required in the document Ideal Skills and Experience: - Proven experience in data entry - Strong attention to detail - Proficiency in handling text-based data - Familiarity with transcribing from physical documents - Ability to maintain confidentiality of sensitive information The successful candidate will be reliable, efficient, and able to deliver accurate work within the agreed timeframe.

I require a professional data entry freelancer to help me with a PDF data extraction task. The project involves extracting and organizing information from a series of PDF files. The data to be extracted varies and includes both text data and numerical data, in addition to images or diagrams. The ideal freelancer for this project should be experienced in data entry and be comfortable working with PDF files. Key requirements for the project include: - Extracting text and numerical data from PDF files - Organizing the extracted data in an easily accessible format - Ensuring accurate extraction of information - Handling images or diagrams within the PDF files The extracted information will be used for further analysis and will significantly contribute to a larger project. Accuracy, speed, a...

I'm in need of a talented financial analyst to create a robust underwriting model for a multi-family property. Key Requirements: - Develop a comprehensive underwriting model for a multi-family property that will assist in calculating the internal rate of return (IRR) and equity multiple. - This model should also include waterfall projections that cover profit splits, with and without preferred returns. Additionally, I require a clear, user-friendly format that is easy to understand for someone without an extensive financial background. The ideal candidate for this project should have a strong background in finance, specifically in multi-family real estate. In summary, the main deliverables for this project are: - Underwriting model for a multi-family property - Multiply Water...

I'm in need of an experienced data entry specialist who can assist in uploading 850 products onto my online store. You will be provided with the necessary product information (description, price, specifications) in the format of Excel/CSV files. Your tasks will include: - Accurate data input of all relevant product details - Verification and correction of any existing data entries - Ensuring all listings are in sync with their corresponding inventory Ideal Skills: - Experience in data entry, particularly e-commerce product listing is preferred - Proficiency in Excel - Attention to detail and accuracy are extremely essential - Fast typing speed with a keen eye for details. Please only bid if you have relevant experience, and can start work promptly.

I'm looking for a financial expert skilled in Tally ERP9 to help with specific bookkeeping tasks. This includes bank reconciliation for 1-5 accounts on a monthly basis, as well as the generation of financial statements. Key Responsibilities: - Reconciliation of 1-5 accounts monthly using Tally ERP9 - Generation of monthly financial statements The ideal candidate should: - Be proficient in Tally ERP9 - Have prior experience in bank reconciliation - Possess a strong understanding of financial reporting I need someone who is detail-oriented, has excellent organizational skills, and can provide accurate financial records in a timely manner. Prior experience with similar tasks is a definite plus.

I'm looking for an experienced freelancer who can create an Excel calculator for historical cryptocurrency prices from Binance and Luno. The calculator should also include fiat exchange rates for major currencies such as ZAR/USD bank sell rates Key Requirements: - Retrieve historical price data from Binance and Luno - Incorporate USD, and ZAR exchange rates - Organize the data and create user-friendly interface - Ensure accuracy and reliability of the calculator - Prioritizing the preservation of data privacy Ideal Skills: - Proficiency in Excel and data manipulation - Familiarity with cryptocurrency exchange APIs - Knowledge of major fiat currency exchange rates - Strong analytical and problem-solving abilities Please include your relevant experience in your application. Thank you...

I'm in need of a skilled online data entry professional for a project involving the extraction of data from various websites and organizing it into a database. Key Responsibilities: - Conducting online data entry tasks from multiple websites. - Ensuring the accuracy and completeness of the data. - Organizing the entered data into database entries. Ideal Skills and Experience: - Proven experience in online data entry. - Proficiency in web browsing and data extraction. - Strong attention to detail and accuracy. - Experience with organizing data into database entries would be considered a plus. Please only apply if you have a strong track record in online data entry and can guarantee the quality of the work.

I would like to see the result statistic in %. Important, when i refresh the excel i always want to see the last 5, last 10 and last 15 results.

I need a talented typist to help with a large-scale project. The task at hand involves typing numerous reports. These reports are not overly complex and do not require any advanced formatting or design work. Instead, basic formatting is all that is needed to give them a professional look. Key requirements: - Large volume of typing work - Typing and basic formatting of reports Ideal skills and experience include: - Proficiency in typing and formatting - Capability to handle a high volume of work - Attention to detail for accuracy - Experience with report typing is a plus

I require an expert in MS Access and Visual Basic programming to design a user-friendly form input interface for my project. - This interface should be intuitive and be capable of capturing and effectively managing predominantly text data. - Familiarity with database systems and strong understanding of user interface design principles will be extremely advantageous. - I'm looking for someone who can deliver quality work promptly. Demonstrative past experience in similar tasks will be highly advantageous.

I am looking for a freelancer to assist with cleaning and analyzing a small dataset in Microsoft Excel. Key Responsibilities: - Data Cleaning: The dataset includes multiple columns and rows that need to be checked for inconsistencies, errors, and duplicates. - Data Analysis: After cleaning, I need the freelancer to perform basic data analysis to extract meaningful insights from the dataset. Ideal Skills: - Proficiency in Microsoft Excel and experience with data cleaning and analysis. - Attention to detail to ensure the dataset is thoroughly cleaned. - Basic data analysis skills to interpret the dataset and present the findings in a clear manner. Please note that the project does not require any specific tools or methods for analysis, but any experience with Pivot Tables, Statistical F...

I'm in need of a professional who can consistently extract data from a specific website on a daily basis. Key Requirements: - Data Extraction: Extracting various forms of data from a website. - Ongoing basis: This is not a one-time job. I'm looking for long-term cooperation, with the extraction ideally happening on a daily schedule. Ideal Skills and Experience: - Web Scraping: Proficiency in web scraping tools and techniques is a must. - Automation: Experience with automating the extraction process to make it efficient. - Consistency: Ability to maintain a daily extraction schedule accurately is crucial. Please include in your bid how you plan to approach this sort of ongoing data extraction.