Data analysis jobs punët

I'm looking for help with competitor price comparisons for my online products. The data should contain the competitor name and their price - also any notes including discount codes which could affect this price in the checkout. I can provide up to 6 known competitor website URL's but would also require any other sellers names and prices adding to the data. Competitors can be found by Product Name. I'd like a final excel document with my price alongside my competitors prices for each of my products. If you need more information let me know. I have ~1,000 products to compare

...from images only. However all of our furniture is within the same niche so it will quickly become clear that the same keywords and product specifications are shared with each of our products. Keywords are already included in the product titles which can be used as direction for the required descriptions. I currently have ~1,000 products which will require a description. We can create smaller jobs to complete the job in agreed increments. ** Please provide a bid based on per description and number of descriptions per day in your comment ** I would like a short description of each product followed by up to 6 bullet points which highlight the features and benefits of the item. I will provide the website address for you to work your way through the products in your own way to ...

...from images only. However all of our furniture is within the same niche so it will quickly become clear that the same keywords and product specifications are shared with each of our products. Keywords are already included in the product titles which can be used as direction for the required descriptions. I currently have ~1,000 products which will require a description. We can create smaller jobs to complete the job in agreed increments. ** Please provide a bid based on per description and number of descriptions per day in your comment ** I would like a short description of each product followed by up to 6 bullet points which highlight the features and benefits of the item. I will provide the website address for you to work your way through the products in your own way to ...

...link building, competitor analysis, and more. - Technical SEO will also be a crucial aspect of the project. The specialist should be able to handle tasks like website audits, sitemap submission, and optimization. - The selected freelancer should be able to manage multiple websites at once. - A track record of successful SEO projects will be highly beneficial. - Good communication skills and a proactive approach to problem-solving are key to ensuring a successful project. Ideal Skills and Experience: - Proven experience in SEO work, ideally across multiple websites - Proficiency in on-page, off-page, and technical SEO strategies - Strong understanding of search engine algorithms and ranking factors - Experience in keyword research, competitor analysis, and link build...

I am in need of a skilled freelancer to assist with creating an indicator, an expert, and a dashboard scanner for trading view pine script. The requirements for these tools have not been specified in detail, encompassing a custom indicator, trading signals and historical data analysis. To complete this project successfully, an interested freelancer should: - Have relevant coding experience, especially in the development of dashboard scanner and trading view pine script. Applications should include: - Proof of your past works that are relevant to this project. Your application should prove your capability in delivering a quality outcome for this project, highlighting your experience in relevant coding. The project's success largely hinges on your technical know-...

I'm seeking a proficient expert who can capably establish Google Ads conversion tracking using Google Tag Manager for my WordPress we...website. The pivotal conversions to be tracked are customer sign-ups, which occur site-wide, via registration forms and link clicks. Key requirements: - Proficiency in Google Ads, Google Tag Manager and WordPress - Familiarity with customer conversion tracking strategies - Experience in implementing Google consent mode, preferably using cookiebot - Strong understanding of customer behaviour analysis - Recommendations on how to increase conversion rates I expect prompt and effective service, with commitment to reliably achieving the project's main objective. This is your golden opportunity to contribute to the optimization of our convers...

...executive level and involves primarily investment analysis. Requirements: - Entry-level experience (0-2 years) in financial management is necessary. - Specifically, the role will focus on investment analysis. - A background or understanding of the healthcare industry or related experience is a plus. Your primary responsibilities will include: - Conducting investment analysis to identify trends, risks, and opportunities. - Working with relevant stakeholders to ensure the financial strategies align with company goals and regulations. - Providing financial insights to facilitate decision making and strategic planning. Ideal skills and experience: - Strong analytical and problem-solving abilities. - Adequate understanding of investment analysis techniques. ...

...executive level and involves primarily investment analysis. Requirements: - Entry-level experience (0-2 years) in financial management is necessary. - Specifically, the role will focus on investment analysis. - A background or understanding of the healthcare industry or related experience is a plus. Your primary responsibilities will include: - Conducting investment analysis to identify trends, risks, and opportunities. - Working with relevant stakeholders to ensure the financial strategies align with company goals and regulations. - Providing financial insights to facilitate decision making and strategic planning. Ideal skills and experience: - Strong analytical and problem-solving abilities. - Adequate understanding of investment analysis techniques. ...

I need an expert in Excel to conduct a statistical data analysis. The outcome should be presented in an excel spreadsheet. Key Requirements: - Proficient in Excel with deep knowledge of formulas and functions - Experience in conducting statistical data analysis - Able to deliver a comprehensive analysis within the given time frame Additional Skills: - Strong analytical skills - Ability to interpret and present data effectively - Attention to detail Please, apply if you have the necessary expertise.

I'm looking for an expert Python developer, specially experienced in Data Analysis and Machine Learning sectors. The prospective freelancer would be tasked to handle significant projects related to these fields. Desired Skills & Experience: • Proficient in Python language • Expert in Data Analysis and Machine Learning • Proven past experience in similar roles When applying, please be sure to include relevant experiences. Submissions without this will not be considered. I am interested in what you've handled in the past and how your skills will be beneficial to this project. Your demonstrated Python expertise will be critical to this role.

I'm in need of a highly skilled s...keep track of all sales activities. - Reporting and Analytics: An essential function is drawing insights from the vending machine performance data. Additional Features: - Cashless Payment Integration: It should support cashless transactions for user convenience. - Remote Machine Monitoring: The software must allow remote access to keep track of the machine's operations. - Route Optimization: The system must provide optimal routes for replenishment and maintenance activities. A successful applicant will possess a deep understanding of vending machine operations, software development for multiple devices, and proficiency in building robust data analysis tools. Experience in incorporating cashless payments and route opti...

Electrical engineer insteuctor in Canodian University Deal with ● Academic Electrical power system Power Electronics Circuit analysis Electrical machines Power system control MATLAB Modeling software ●Technical Electrical design OHTL design AutoCAD REVIT BIM DILUX EVO MATLAB E-Tap SC &VD calculation

...provide a fair and thorough critique of my fiction ebook centered around the theme of adventure and finding purpose. Note that the genre of the ebook is dark fantasy, with an underlying message on the exploration of purpose. Also, if you're familiar with isekai, then maybe you'll find it enjoyable. Ideal Skills: - Strong experience in reading and reviewing fiction - Solid grasp of literary analysis - Exceptional writing and communication skills - Understanding of the dynamics of purpose in literary contexts - Ability to provide feedback in a precise, timely manner While the target audience was not specified, I appreciate reviewers who can appraise the work from various readerships' perspectives. Your insight will not only aid in highlighting high points but als...

Im looking for a freelancer who can write a research paper on "Post-Pandemic Work Trends". The research paper should be ideally of about 2500 words. Th...who can write a research paper on "Post-Pandemic Work Trends". The research paper should be ideally of about 2500 words. The research paper should include content like Abstract Introduction Problem Statement Formulation of Objectives Scope of the Study Literature Review Setting of Hypothesis/Formulation of Problem Statement Research Methodology Data Presentation Data Analysis Summary of Findings Suggestion & Recommendations Conclusion All the data will be collected from your side & also I want citations for this research paper. Note: my budget for this would be between INR 600...

GL for 2 BUs and ensure all entries are completed timely and correctly before system close; Responsible: 1. Coordinate with HR for people cost booking and analysis; 2. Responsible for cost allocation within the group; 3. Prepare financial statement under both PRC GAAP and US GAAP 4. Analyze significant fluctuation in financial statement and other expense reports; 5. Perform balance sheet review monthly to ensure all balances are reasonable and clear; 6. Coordinate statutory audit and tax filing to ensure the completion of audit report; 7. Be responsible for voucher documentation. 8. Other ad-hoc projects.

I need a talented data analyst to analyze survey results. - Significant experience with Excel - A history of data analysis, particularly within social media - Experience turning raw data into bar charts, line graphs, and pie charts - Knowledge on Feedback interpretation Key Responsibilities: - Analyze the data and create charts/graphs in Excel - A bar chart, line graph, and pie chart are required as a minimum - Deliver clear, concise insights from the data analysis Let's connect if you're ready to turn complex data into insightful, simple visuals.

I'm seeking skilled professionals to work on a project centered on improving patient services in the field of general medicine. Having healthcare providers as our target audience, our aim is to markedly enhance their patient service operations. It involves: - Planning, developing and implementing effective strategies. - Regular analysis of patient service protocols and suggesting improvements. - Developing tools, systems or procedures for optimum patient service management. Ideal candidates should possess: - Proven experience in healthcare management, specifically patient services. - Strong understanding of general medicine. - Excellent problem-solving skills and initiative. - Ability to evaluate, improve and implement effective systems. - Proactive approach, with a focus on ...

I am currently looking to engage an experienced Machine Learning professional for my project. I require analysis to be conducted on text data as well as numerical data. A strong understanding of Machine Learning concepts and analytical skills are vital. While I have not specified a particular focus area of Machine Learning, I am open to recommendations from the chosen freelancer based on the data provided. Key requirements include: - Proven track record in Machine Learning - Proven track record in Google Gemini and Google big Query ML - Proficient in data analysis and interpretation - Experience working with both text and numerical data Critical thinking and problem-solving skills with attention to detail will be necessary for t...

I'm seeking a candidate experienced in financial analysis capable of dissecting budget forecasts. Specific tasks involve primarily budget modeling built from the forecasts provided. To accomplish this, you should be; - Detail-oriented with strong excel proficiency - Have expertise in budget analysis and modeling - Be familiar with various financial analysis tools Previous experience in similar projects is a must. We're keen on accuracy, effectiveness, and promptness. Sharp analytical skills, in advance, would be highly valued.

...to be able to send notifications for abnormal vital sign values. - Historical Data Analysis: Incorporating a system for collecting and analyzing historical data will be crucial for the project. Access: I envision this application to be primarily accessed via mobile devices, making it a convenient and accessible tool for hospital administrators. User Base: The primary users of this monitoring system will be hospital administrators. It's essential that the design and functionality cater to this audience. The project will require a developer with experience in mobile application development, especially in the healthcare or monitoring domain. Strong knowledge of real-time data processing, alarm systems, and data analytics will be beneficial. Addit...

I am seeking an expert in quantitative analysis to summarize content with explanation for it's exercises.

I urgently require a specialist in epidemiological data analysis, specifically someone available to work on this project within the next 6 hours. Despite not specifying a type of analysis, methodology or specific information freelancers should include, I'm after broad expertise and flexibility. Skills and experience: • Broad range of data analysis techniques • Proven ability in descriptive, inferential and time series analysis despite my lack of specification • In-depth understanding of regression analysis, machine learning algorithms and time series forecasting despite no imperative directions • Swift turnaround time, with the ability to meet a 6-hour deadline from the moment of hiring Please include your past ...

I need a comprehensive analysis of Jamaican real estate development trends over a 3-year period, which includes existing and proposed housing projects. The main tasks include: - Analyzing the spreadsheet data to identify existing and proposed housing projects. - Conducting a geographic analysis to understand the landscape of these projects. - Identifying trends in the Jamaican real estate market over the 3-year period. Specifics: - I require an in-depth analysis with a focus on population density, and whether the projects are situated in rural, urban, or peri-urban areas. - The report should also include a comparative analysis between current and proposed projects, highlighting any emerging trends. Ideal skills and experience: - Expertise in data...

We are seeking an experienced researcher to conduct a comprehensive analysis of chain stores with expansion plans in Washington State. Our company specializes in providing commercial tenant improvement services for retail, restaurant, and automotive industries, and we have a proven track record of successful projects, including a recent collaboration with Boot Barn in Bellingham. Responsibilities: - Conduct in-depth research to identify at least 20 chain stores across relevant industries with expansion plans in Washington State. - Gather detailed information on each chain store's expansion strategies, target locations, and timeline using various resources such as company websites, press releases, financial reports, and industry publications. - Attend industry events and trade ...

I need a skilled mechanical engineer to give me advice on the feasibility of a design I'm working on. I have a product that I'm in the early stages of developing. I need the following: - Analysis of the concept's viability: I'm looking for a general overview of whether this design is likely to succeed as a product. - Recommendations: I would greatly appreciate any suggestions you have for improving the design or making it more efficient. Please note that you won't be required to provide any specific design work at this stage. I'm looking for expert advice to help me move this project forward. Ideal candidates should have: - A solid background in mechanical engineering - Experience in product development - Strong analytical skills - The ability t...

I need a pro forma analysis conducted to forecast future performance for my business. The main objective of this project is to evaluate and forecast future financial performance of my business. To be successful in this role, you must have prior experience with conducting and analyzing pro forma statements. Key Requirements: - Proven experience in financial forecasting - Strong understanding of financial modeling - Experience in creating pro forma statements - Ability to analyze and interpret financial data - Ideally, experience in the industry would be beneficial but not essential Your role in this project will be to: - Utilize historical financial data to forecast future performance - Create detailed and accurate pro forma statements - Identify and highlight key ...

...for our pool and other sports. The system should integrate seamlessly with Excel for easy data input and allow us to rank players based on their performances in these sports. We need an Excel system that will integrate with our app. We need the Excel to stand alone as a backup to our app and test the ranking system before integrating it completely into the app. The players will use a paper scorecard to record the match, and then we will enter the game information into the Excel template to track and update players' score and rankings. Ideal Skills: - Proficiency in Excel to develop complex ranking formulas - Previous experience in creating ELO ranking systems - Strong understanding of data analysis and sports statistics - Ability to consider ties in rank...

...Implementation of NLP for easy user interaction - A recommendation engine for personalized advice Data Analysis: The system must be proficient in analyzing various types of financial data, including but not limited to: - The user's income and expenses to track financial habits and frequent expenditures - Investment portfolios for trend analysis, risk assessments, and potential growth opportunities - Credit card transactions to gain additional insights into purchasing behaviors Ideal Skill Set: - Experience in AI Development - Proficient in Predictive Analytics, NLP, and Recommendation Engines - Strong understanding of finance and personal budgeting systems - Deep knowledge in data mining and analysis Please note that the project's...

For this project, we need an expert in data analysis who can help us make major strategic decisions by identifying trends, patterns, and evaluating performance. We are yet to finalize the specifics of the data being analyzed, but you should be prepared to handle diverse data sets. Key Responsibilities: • Data interpretation and analysis • Report generation and presentation Required skills and experiences: • Proficient in Microsoft Excel and Python • Demonstrated experience in data analysis • Strong ability to identify patterns and trends • Excellent problem-solving skills Further information regarding the data to be analyzed and the purpose of the analysis will be provided as we pr...

...who is proficient in Microsoft Excel to create 3 comprehensive pro forma sheets and 4 sensitivity analysis sheets. The purpose of these sheets will be for financial forecasting, specifically in a year-by-year breakdown. Ideal Skills: - Advanced Microsoft Excel proficiency - Previous experience in financial forecasting - Attention to detail - Excellent analytical skills Please note, the project entails: - Creating 3 pro forma sheets - Developing 4 sensitivity analysis sheets - Ensuring a year-by-year breakdown for the financial forecasting - Providing a high level of accuracy and attention to detail - Adhering to deadlines with commitment If you have a solid background in financial analysis and are proficient in Microsoft Excel, please feel free to reach out. Your...

I require an experienced consultant to perform a comprehensive market analysis in the e-health consulting market. We are a multi-state (NC, WA, OH, OR) lifestyle medicine startup. Key Tasks: - Identify the current market size, trends, and potential growth opportunities. - Analyze competitor strategies within the industry. - Provide an estimate for the cost of the consultation. Ideal Freelancer: - Proven experience in healthcare market analysis. - Understanding of competitor analysis strategies. - Strong communication skills to deliver the consultation clearly. - Ability to provide a cost estimate for the project.

...doctoral study in psychology, and I need assistance with using SPSS for data management and analysis. I'm seeking a seasoned freelance statistician who can provide comprehensive guidance on how best to leverage SPSS within my research. Key Elements of the Project: - A mastery of SPSS - Proficiency in handling both data management and analysis - Expertise in applying descriptive statistics - Background in psychology would be an asset As I'm looking for someone who can make sense of complex datasets and help me make the most out of my study, your ability to clearly explain complex concepts will come in handy. Your role will mainly involve ensuring that I'm applying the right statistical models and tests, managing my data accurately and ...

I require a diligent freelancer to conduct thorough customer research, competitor analysis, and market trends analysis. The fields of study should primarily aim towards identifying our target market, assessing the market demand, and analyzing our competitors' strengths and weaknesses. I necessitate a freelancer who's reliable and has good communication skills to effectively handle external communication for this task. The purpose of this task is to elevate brand awareness, foster effective customer engagement, and discover potential partnership opportunities. Your proficiency in market analysis, data collection, and communication will be paramount for the success of this endeavor.

I need an experienced professional to build a comprehensive excel model for financial analysis. Key Requirements: - The model should primarily focus on budget forecasting and commission analysis. - It should be designed for annual updates, therefore, it should be easily understandable and modifiable. Ideal Skills and Experience: - Proficiency in Excel and financial modelling. - Strong understanding of budget forecasting and commission analysis. - Experience in building user-friendly, efficient excel models. This project is suitable for someone who has a strong background in finance, as well as a proven track record in creating advanced financial models using Excel. A keen eye for detail and the ability to deliver a high-quality, user-friendly deliverable is essentia...

I'm embarking on a winery start-up and I'm in need of assistance with the financial analysis part of the business plan. I'm looking for someone who has considerable experience in business finance, particularly in the winery industry if possible. The ideal freelancer for this job would have: - Expertise in creating financial forecasts and budgets for start-ups - Profound understanding of financial risk management - A rich background in financial modelling and analysis - Experience in working on winery businesses would be highly advantageous Additionally, I'm also interested in receiving an outline for cash flow management. It would be great if you could demonstrate your capability to develop a comprehensive cash flow management system in your proposal. U...

Title: Cryptocurrency Trader Analysis and Wallet Tracking Tool Project Description: I'm looking for an experienced cryptocurrency developer to create a tool that can analyze top traders from various coins listed on decentralized exchange (DEX) aggregators like Dexscreener. The primary goal is to track the trading history, success rate, and related wallets of consistently profitable traders. Key Requirements: Integrate with Dexscreener or similar DEX aggregators to fetch a list of top traders for a specific coin/blockchain network (e.g., Base Blockchain). Analyze each trader's wallet address to extract their trading history, including the number of trades, coins traded, and profit/loss for each trade. Identify and track related wallets for each main wallet, enabling the ca...

...accompanied by a PowerPoint presentation. The report should contain: - **Technical Details:** I have a basic structure in place, but I'm seeking a professional who can fill in any missing technical information. - **Benefits and Applications:** The report should showcase the potential benefits of this system and highlight possible real-world applications. - **Data Analysis and Insights:** It's important to have a detailed data analysis section, with insights drawn from the information collected by the system. I also need the report to include missing details such as: - **Hardware Components Used:** I'd like the freelancer to list all the hardware components like the Arduino Uno, voltage sensor, LCD display, Wi-Fi module, resistors, capacitors...

...assist me in analyzing and presenting data. Specifically, I'm looking for: Contact me on : [Removed by Freelancer.com Admin for offsiting - please see Section 13 of our Terms and Conditions] - **Descriptive Analysis**: The data needs to be analyzed on a basic level to summarize its main characteristics. This could involve calculating measures of central tendency (mean, median, mode), measures of dispersion (range, variance, standard deviation), and visualizing the data using frequency distributions, scatter plots, histograms, box plots, etc. - **Visualization**: I'd like you to create charts and graphs based on the data analysis. The visualizations should be clear, easy to understand, and should effectively communicate the insights f...

Require research assistance, to provide unique project ideas speci...background in Science, Mathematics, Engineering and Technology is ideal. ** This position is ideal for PhD, graduates and research assistants and College University teachers and research assistants ** Ideal skills and experience: * Proven expertise in scientific and mathematical research * Broad knowledge within different scientific fields * Ability to meet tight deadlines * Excellent data interpretation and analysis skills * Good mastery of scientific research methodologies * Strong attention to detail. Your ability to deliver accurate, comprehensive results swiftly will be a valuable asset for this project. If you're a seasoned researcher with a knack for speedy, precision-oriented results, I�...

I'm in need of a sleep analysis professional to help me interpret the data from an overnight sleep study. The primary goal is to analyze the different sleep stages present in the data. Key Responsibilities: - Analyzing the provided CSV sleep data - Identifying and labeling different sleep stages - Providing an insightful report on the sleep stages found Ideal Skills: - Proficiency in EEG analysis - Strong knowledge of sleep stages and their interpretation - Experience with CSV data analysis - Previous work on overnight sleep studies - Ability to provide clear and concise reports The EEG data must be manually analyzed, labeled, and provided. Please note that expertise in sleep stage analysis from overnight studies is par...

I'm currently in need of a specialist to assist in developing an AI that can test websites i build. It should be able to visit every page of a site and decide if the pages work. It should fill out forms such as contact me, reviews, and job applications.

... Ideally, I would need the following, but let's discuss which of this data is potentially too hard to obtain: - TAM (Global, Europe, Italy) - Comparable analysis, i.e. flashlight prices range from 20$ to $300+, I would need to segment the competitor products into price ranges, so to understand the features of competitor products within the price range of my product - Largest players in the market - Growth rate of the market - Types of buyers, i.e. how many flashlights are bought by retail and how many by military, police etc. - The initial market will be Italy, so the more of the information above that can include specific numbers on Italy, the better Ideal Skills and Experience: - Proven track record in market analysis, preferably within the retail sector. - ...

I'm seeking a skilled C++ coder to assist with my project. As the client hasn't specified the exact purpose, I require you to be skilled in various aspects of C++ coding including data analysis, game development, and system programming. Your application should ideally include: • Information on past related projects • Professional experience in C++ coding • A detailed proposal indicating how you intend to tackle the project While the timeline for project completion isn't set, a prompt demonstration of proficiency will be greatly appreciated. Please only apply if you have broad experience and proficiency in C++ coding. I need a freelancer who understands how to implement websockets using an existing http server framework and knows the graph...

...Skilled in Human Resources, specifically in recruitment strategies - Have a profound understanding of the healthcare sector and its needs - Possess excellent proposal and project writing skills - Demonstrated experience in addressing operational inefficiencies Key requirements of the proposal include: - A comprehensive overview of the current recruitment scene in the healthcare industry. - An analysis of our current recruitment strategy and its shortcomings. - Innovative techniques and strategies to attract qualified nursing professionals. - Cost-effective recommendations that align with our budget. - An implementation plan for the proposal. Freelancers proficient in crafting project proposals and well-versed in the healthcare industry are highly desirable. Your insightful st...

...implementing the primary goal of my project, which is data analysis and insights. Key Responsibilities and Requirements: - Solid expertise in Python, Java, and C++ - Thorough understanding of and experience with Machine Learning - Familiarity with Natural Language Processing and Computer Vision technologies - Ability to carry out effective data analysis and gather valuable insights from such analysis The successful freelancer should have a proven track record in these areas, where their proficiency in both coding languages and AI technologies will be put to substantial use. A robust portfolio indicating your prior work in these areas would thus be greatly appreciated. The main aim here is to intelligently analyze and derive meaningful insights from...

Move both and to vps from shared hosting. Move databases. Install mariah, php admin, conf nginx, move cron jobs, etc.

I'm looking for an experienced crowdfunding specialist to help me launch a program aimed at raising $250,000 in 3 months. The funds raised will be directe...alterations to achieve our funding goal - Coordinate with a team of professionals including marketers, designers, and content creators Ideal Skills: - Proven experience in successful charity crowdfunding campaigns - In-depth understanding of the charity sector and what drives donor engagement - Excellent project management skills - Strong communication and collaboration abilities - Proficiency in data analysis and campaign optimization This is a project that carries significant social impact potential. If you are passionate about charity fundraising and have a track record of successful crowdfunding campaigns, I�...

I'm looking for an experienced chemist that can help us buying a specific equipment. The objective is to be able to analyze a liquid and ...is to be able to analyze a liquid and get as many attributes as possible sur as the density, composition, etc. The more attributes the machine can do the better. After having a liquid analysed, I need to be able to transfert all attributes and chemical information to a computer for data science and statistical models building purposes. The part of building stats and models is out of scope on this project, I'm looking for advices on what equipement I should aquire to generate and capture the data from an analysis result. Please apply with your real fees, there will be no negociation. There's many bots on this platfor...

I need someone to write 900 word case study analysis. The case study is about risk management. I will provide case study file and more instructions about the task in chat. Thanks

I am in search of a proficient financial analyst knowledgeable in financial modeling and investment analysis. The successful candidate should have a keen eye on assessing financial risks and make informed decisions. The provided data for analysis will include balance sheets, income statements, and cash flow statements. Proficiency in Excel is highly crucial for seamless execution of tasks. Experience in financial analysis and modeling, risk assessment, and investment analysis will be beneficial. Able to work with Excel is a must-have. The ideal candidate should demonstrate attention to detail, understanding of financial trends, and maintain confidentiality. Accuracy is vital in all these processes.