Statistikë Jobs
Statistics is the practice of collecting and analysing data and then interpreting it to draw conclusions or make predictions. A statistician is a professional who has expertise in this field and can help clients to meet their goals, from making data-driven decisions to gaining meaningful insights.
Statistics can bring clarity to different types of data which can range from marketing data to surveys, sales records to medical tests and more. With the help of an expert statistician, clients will be able to interpret their complex datasets in order to make sense of the results. A statistician will be able to provide detailed insights into a wide range of different topics.
Here's some projects that our expert Statistician made real:
- Health economics analysis/prediction
- Report generation and interpretation
- Evaluating differences in roulette wheels and tables
- Backtesting strategies with Python/Pinescript
- Utilizing Excel for pricing comparisons or other data analysis
- Calculating MAPE (Mean Absolute Percentage Error) with Python
- Implementing control of the BESS (Battery Energy Storage System) to improve voltage stability in a microgrid
- Computing with R, an open source programming language
Our stats expert can help clients with any project they have on their plate. With the right knowledge and experience, they can push your business forward. If you need several projects done or one particularly tricky project, our statisticians on Freelancer.com are available for hire here and now. Hire an expert today to get your project underway!
Nga 92,468 vlerësimet, klientët vlerësojnë Statisticians 4.87 nga 5 yje.Punësoni Statisticians
I am seeking a skilled data scientist with experience in predictive modeling and forecasting to help improve the performance of my finance business (Loan book(. The ideal candidate will have expertise in analyzing and visualizing data, as well as implementing machine learning and AI techniques. Tasks: - Perform predictive modeling and forecasting to identify trends and patterns in the data - Check core Loan Book performance metrics to understand forecasting based off performance - Reporting weekly with core metrics based on previous week's loan book results - Analyzing customer attributes to establish better performing customer demographics - Analyze and visualize data to gain insights and make informed business decisions Data Sources: - The data scientist will be working with inte...
Thanks for looking at the post. I require a maths tutor for my daughter who is doing her advanced higher maths course at the moment. Over the last few years she has worked with online tutors from various countries so she is familiar with the process. I have attached the documents about the course. Please review these and let me know how much your rate is. I will be looking for an average of 1.5hrs per week with increasing frequency as we reach the prelim and exam times. If you havent reviewed the documents prior to our conversation then i will automatically rule you out.
Chegg is currently seeking exceptional talent for advanced mathematics positions. As an industry leader in education and learning solutions, we are committed to unlocking the potential of our students and helping them succeed in their academic journey. We are specifically looking for individuals with advanced level expertise in mathematics to join our team. Primary Tasks: - Teaching or tutoring: The hired individual will be responsible for providing expert guidance and support to students in their mathematical studies. - Problem solving: The candidate will be tasked with solving complex mathematical problems and providing innovative solutions. - Developing mathematical models: The individual will be involved in developing mathematical models to analyze and interpret data. Ideal Skills...
I am looking for a freelancer who can perform statistical analysis on a data set consisting of secondary data and a model includes a mediator variable. The analysis will involve working with 9 variables. Ideal Skills and Experience: - Strong knowledge and experience in descriptive statistics - Proficiency in statistical software such as STATA - Ability to interpret and present statistical findings in a clear and concise manner - Attention to detail and accuracy in data analysis - Familiarity with working with secondary data sources
I am looking for a geomodeler who specializes in creating reservoir models. Skills and Experience: - Proficiency in creating detailed reservoir models - Strong understanding of geological concepts and principles - Experience in working with different types of reservoir data - Ability to interpret and analyze data to create accurate models The project requires the use of specific data sets, and I have all the necessary data available. Ideal candidates should have experience in exploration planning, as the intended use of the model is for this purpose. If you have the necessary skills and experience, please submit your proposal.
I am looking for a freelancer who can assist me with a task on Sensitivity and Post-Optimal Analysis. The ideal candidate should have experience in both types of analysis. Specific Requirements: - Perform both Sensitivity analysis and Post-Optimal analysis for my task - Utilize a specific model/dataset that I will provide where there will be questions you need to answer please see attached image for more detail about the task
I am looking for a skilled R Studio developer who can assist me with a data visualization project. Specifically, I need help with creating visualizations using base R graphics. I already have a dataset ready for analysis, so there is no need for data collection or cleaning. Ideal skills and experience for this job include: - Strong proficiency in R Studio and base R graphics - Experience in creating visually appealing and informative data visualizations - Ability to understand and interpret data in order to create meaningful visualizations.
I want Python developers to implement the following objectives Objective 1: U-Net with Attention Mechanism: This research aims to improve the accuracy and robustness of seismic image segmentation by incorporating the Gray-Level Co-occurrence Matrix (GLCM) features into the U-Net architecture. Objective 2: U-Net with Attention Mechanism: One hybrid approach is to incorporate an attention mechanism into the U-Net architecture. Attention mechanisms allow the network to focus on relevant image regions while suppressing irrelevant or noisy information. Integrating attention modules into the U-Net architecture can enhance the model's ability to capture important features and improve segmentation accuracy. Different attention mechanisms, such as channel-wise or spatial attention, can be expl...
I need the Statistical coder expert for multiple jobs
Hi i need a person Who can help me with R studio task related to data science and data analysis.
I am looking for a Python developer to work on a Jupyter notebook project focused on data analysis. The main goal of the project is to perform data analysis and exploration using Python. Preferred Python library: - The preferred Python library for this project is not specified by the client. Specific requirements for the data analysis: - The client does not have any specific requirements for the data analysis and is open to suggestions. Ideal skills and experience for the job: - Proficiency in Python programming and experience with Jupyter notebooks. - Strong knowledge of data analysis techniques and libraries such as Pandas, NumPy, and Matplotlib. - Ability to suggest and implement appropriate data analysis methods based on the project requirements. - Excellent problem-solving...
I am looking for an expert in Macroeconomics to conduct research and provide a detailed report on a specific topic. The desired outcome of this project is a comprehensive analysis of the subject matter. Skills and Experience: - Strong background in Macroeconomics - Experience with conducting research and data analysis - Proficiency in creating detailed reports and presentations The project needs to be completed today, so the ideal candidate should be able to work efficiently and deliver high-quality results within a tight timeframe.
Iam Looking for a solution for EDTECH Requirement 1 : Data Entry We would need to build a user interface to store data in terms of Videos , Pictures, Text , PPTs, PDF , word files we should be able to use all mathematical symbols , Formulas, Chemical formulae's, chemical symbols , accounting formats , Charts , Graphs , flow charts , mind maps , all characters , Numbers , currency signs etc data can be stored : In essay , summary , question and answers , Objective questions , True or false , Match the following , differences - all possible question formats Requirement 2: Cloud storage of all this data with proper mapping - good cloud storage solution -charges would be paid by us for storage
Title: Bibliometric Analysis in Social Sciences Purpose: - To evaluate the impact of scientific publications in the field of social sciences Skills and Experience: - Strong knowledge of bibliometric analysis methodologies and techniques - Proficiency in data collection and analysis - Familiarity with social sciences research topics and trends - Ability to compare research output among different institutions Time Frame: - The time frame for the analysis is not specified
I need SPSS expert who can conduct hypothesis testing of few hypothesis.
I am looking for a skilled freelancer to assist me with a SAS Fraud Management project. The main objective of this project is to detect and prevent fraud. Preferred Method of Fraud Detection: A combination of both statistical analysis and machine learning techniques will be used to effectively identify fraudulent activities. Training/Guidance: While I am familiar with the SAS Fraud Management system, I will require some guidance to ensure optimal utilization of the system for fraud detection purposes. Ideal Skills and Experience: - Strong knowledge and experience in fraud management and detection using SAS Fraud Management system - Proficiency in statistical analysis and machine learning techniques - Ability to provide guidance and support in utilizing the SAS Fraud Management sy...
I am in search of a skilled Python developer to design a bespoke Points of Interest (POI) recommendation model. The ideal candidate should boast a wealth of experience in crafting sophisticated recommendation systems and possess proficiency in Python. Let's elevate this collaboration with a thoughtful discussion – over a cup of coffee, perhaps? We can delve into intriguing configurations, exploring the realms of edge, cloud, or hybrid solutions. Key Requirements: Develop a recommendation model finely tuned to offer POI suggestions tailored to user preferences. Implement an interactive feedback loop to refine the model with insights from user-provided feedback. Ensure scalability and operational efficiency, accommodating a diverse array of POI data, including enchanting restau...
I am looking for a freelancer to help me with a data analysis project. Requirements: - Proficiency in data analysis - Experience with Python for data analysis - Ability to work with existing data Tasks: - Analyze the provided data using Python - Generate insights and findings from the data analysis Requirements of the Project: 8000 words report with Harvard Style referencing + Working Software (machine learning code ) Retail dataset with raw file to be shared and source should be publically accessible Machine learning algorithms in code (try multiple algorithms techniques and graphical charts with explanation to each step done) Project is to create an algorithm to predict price also which can help the company compare their prices with competitor, bestselling products, maximum profita...
I am looking for a skilled machine learning model builder with experience in supervised learning who is based out of Bangalore due to data privacy issues. The purpose of the machine learning model is to predict if an applicant is not likely to repay a loan. I have a dataset with more than 10,000 data points that needs to be used for training the model and the model needs to have strong discriminatory power that holds across time. Ideal skills and experience for this project include: - Strong background in machine learning and supervised learning algorithms - Proficiency in Python and relevant libraries Scikit-learn - Ability to preprocess and clean large datasets - Experience with feature engineering and selection, specifically in indian nbfc context - Familiarity with model evaluation...
I'm looking for an experienced data analyst to take on my project of data cleaning and EDA. Specifically, I need someone who is familiar with both structured and unstructured data to handle missing values, duplicates, merging health records with pollution records and generating trends and reports. The project requires a deep understanding of data science and statistical techniques to help generate correlations and descriptive statistics, as well as experience in data cleaning. Additionally, I'm looking for someone with the ability to create beautiful visualizations that can tell a story. Overall, I'm looking for someone who can take my data and use their skills to create insightful analysis that is not only informative, but also engaging for all viewers.
Project Title: Biostatistician Objective: - The main objective of this project is to conduct data analysis on experimental data in the field of biostatistics. Data: - The project will involve working with experimental data provided by the client. Report: - A detailed report of the analysis is required, but only with technical details. The client is looking for a comprehensive analysis with in-depth findings and conclusions. Ideal Skills and Experience: - Strong background in biostatistics and data analysis - Proficiency in statistical modeling and experimental design - Experience in working with experimental data in the field of biostatistics - Ability to generate detailed reports with technical details Note: The project requires a high level of expertise in biostatistics and the abil...
Arabic Data Analysis for Personal Decision Making Skills and Experience Required: - Strong background in quantitative analysis and statistics - Advanced excel skills Project Overview: I am looking for a data analyst to help me with a personal data analysis project. The main purpose of the analysis is to make informed decisions based on the data collected. The analysis will primarily involve quantitative analysis techniques. Specific Tasks: - Collect and organize relevant data - Perform statistical analysis on the data using appropriate techniques - Identify patterns, trends, and correlations in the data - Create visualizations to present the findings - Provide recommendations and insights based on the analysis Deliverables: - Detailed report outlining the analysis process and findings ...
I'm looking for an experienced data analyst to take on my project of data cleaning and EDA. Specifically, I need someone who is familiar with both structured and unstructured data to handle missing values, duplicates, merging health records with pollution records and generating trends and reports. The project requires a deep understanding of data science and statistical techniques to help generate correlations and descriptive statistics, as well as experience in data cleaning. Additionally, I'm looking for someone with the ability to create beautiful visualizations that can tell a story. Overall, I'm looking for someone who can take my data and use their skills to create insightful analysis that is not only informative, but also engaging for all viewers.
I am looking for an experienced freelancer to conduct a fault tree analysis of a moderate complexity electronic system. I am open to suggestions for specific failure modes to be analyzed, as I do not have any in mind. There are no existing fault tree analysis or risk assessment documents available for reference. The ideal freelancer for this project should have the following skills and experience: - Expertise in fault tree analysis and risk assessment - Strong knowledge of electronic systems and their failure modes - Ability to conduct thorough research and analysis to identify potential failure modes - Proficiency in creating fault tree diagrams and conducting quantitative analysis - Attention to detail and strong analytical skills to accurately identify and assess risks If you have p...
Stock Market Analysts - Type of Analysis: Technical Analysis - Specific Sectors: Yes, specific sectors - Frequency: Weekly We are looking for a stock market analyst who specializes in technical analysis to provide weekly reports on specific sectors. We are also interested in weekly webinars to be conducted by the analyst. Ideal Skills and Experience: - Strong knowledge and experience in technical analysis methodologies and tools - In-depth understanding of the stock market and its trends - Ability to conduct thorough research and analysis on specific sectors - Experience in interpreting technical indicators and patterns - Excellent communication skills to effectively present findings and recommendations The selected analyst will be responsible for conducting weekly technical analysis o...
I am seeking a skilled researcher to conduct an analysis of L2 writing in English. The main purpose of this analysis is to identify common features in L2 writings with different L1 backgrounds. The preferred method of analysis is quantitative. Skills and Experience: - Solid knowledge of Rstudio -Knows the right indices - Strong background in linguistics and second language acquisition - Experience in analyzing written texts and identifying common features - Familiarity with different L1 backgrounds and their influence on L2 writing - Proficiency in qualitative research methods - Attention to detail and ability to accurately analyze and interpret data
I am looking for a student or employee who can perform data analysis related to stock markets using Python and PowerBi. The ideal candidate should have experience in descriptive analysis and be able to provide graphical representations of the data. The desired output of the analysis should be in the form of graphical representations. We will come up with ideas on how to provide value to investors by creating visuals and recurring reports using a huge database. Looking for someone who is eager to learn and has both analytical and creative skills. This is supposed to be a LONG TERM collaboration and take in between 5 to 20 hours per week of your time (depending on availability). Thank you very much!
I am looking for a skilled data analyst who can help me with a predictive analysis project. The project involves working with a data set of over 300-400 records. Skills and experience required: - Strong expertise in regression analysis - Proficiency in statistical analysis and predictive modeling - Experience in working with medium-sized data sets - Ability to provide a brief summary of the analysis results The main deliverable for this project is a brief summary of the results. However, if you have the capability to provide a written report detailing the analysis results, that would be a plus. If you have the necessary skills and experience, please submit your proposal.
I am looking for a freelancer to assist me with improvement quality study and statistical tests analysis Purpose of the Study: - The study is descriptive in nature, aiming to improve service in patient care areas. Data Type: - The study will involve quantitative (numbers and frequencies) data, which will be collected and analyzed. Statistical Test Preference: - There is no specific preference for a statistical test for data analysis. Ideal Skills and Experience: - Strong background and expertise in study design and statistical analysis in healthcare settings - Proficiency in quantitative data analysis techniques and tools. - Familiarity with a wide range of statistical tests, both parametric and non-parametric. - Attention to detail and the ability to interpret and communicate stud...
Title: Process Mining Expert Needed for Full Engagement Project Overview: We are seeking a skilled process mining expert to assist us in solving tasks related to our business operations. Our primary goal for using process mining is to identify bottlenecks, improve efficiency, and analyze compliance. We have the necessary data ready for analysis and require full engagement from the freelancer to handle everything related to the project. Responsibilities: - Utilize process mining techniques to identify bottlenecks within our operations - Analyze data to improve efficiency and identify areas for optimization - Conduct compliance analysis to ensure adherence to regulations and guidelines Skills and Experience: - Strong knowledge and experience in process mining techniques and tools - Profic...
I am seeking a freelancer who is highly skilled in numerical reasoning, verbal reasoning, and logical reasoning. I require assistance in all areas of these reasoning types. Skills and Experience: - Advanced proficiency in numerical reasoning, verbal reasoning, and logical reasoning - Strong problem-solving abilities - Excellent critical thinking skills - Ability to analyze and interpret data accurately - Proficiency in mathematical concepts and calculations - Strong written and verbal communication skills - Attention to detail and accuracy in reasoning tasks - Ability to work independently and meet deadlines efficiently If you possess the above skills and experience, please apply for this project.
I am looking for a statistician with experience in study design (especially quality improvement studies in healthcare) and analysis of descriptive studies. The purpose of the study is to gather and analyze data to provide a comprehensive description of a specific population or phenomenon. Skills and Experience: - Strong knowledge of descriptive statistics and study design methodologies - Proficiency in statistical software, particularly SPSS, to analyze and interpret the data - selection the appropriate study design - Ability to select appropriate statistical tests based on the research question and data characteristics - Familiarity with both parametric and non-parametric statistical tests, as the specific tests required are not yet determined - Attention to detail and ability to accura...
I am looking for a freelancer who can run T-tests using SPSS and complete a write-up with the results. Specific requirements for this project include: - Running T-tests using SPSS - Analyzing the dataset provided - Completing a comprehensive write-up summarizing the results Ideal skills and experience for this job include: - Proficiency in using SPSS for statistical analysis - Knowledge of T-tests and their application - Ability to interpret and communicate statistical findings effectively The dataset is ready, so the freelancer will not need to collect any data. I would like the completed write-up with results within a timeframe. If you have the necessary skills and experience, please reach out to discuss further details.
I am looking for a freelancer who can create an advanced video tutorial on calculating tides return period. The purpose of the tutorial is to provide examples and demonstrate the importance of understanding tides return period. The tutorial should be in a video format and should be of advanced complexity. Skills and experience required: - Strong knowledge and understanding of tides return period - Ability to explain complex concepts in a clear and concise manner - Experience in creating video tutorials - Proficiency in video editing software - Excellent communication skills to effectively convey the importance and examples of calculating tides return period.
I am looking for a Python and QGIS expert to assist me with data analysis and visualization. Specifically, I have specific metrics or visuals in mind that need to be created. Ideal skills and experience for this job include: - Strong proficiency in Python and QGIS - Experience with data analysis and visualization techniques - Ability to translate specific metrics or visuals into code - Attention to detail and ability to follow instructions accurately Communication preferences: - As needed updates via Freelancer messaging
I need to make sure that the survey questions answer my research questions on spss
I am looking for an economics expert who can provide economic analysis for my project. I am open to any theories or concepts that the expert can focus on. The ideal candidate should have expertise in economic analysis and should be able to conduct thorough research work. Additionally, consultation skills are also desired for this project.
I am looking for a machine learning expert to help me with a predictive modeling project. The main goal of the project is to develop a predictive model that can accurately forecast future outcomes based on historical data. I do not have a specific dataset for the project, so I will need assistance in finding a suitable dataset that contains relevant information for training and testing the model. In terms of accuracy, I am looking for a moderately accurate predictive model. While high accuracy is desirable, it is not a top priority for this project. Ideal skills and experience for this job include: - Strong knowledge and experience in machine learning algorithms and techniques - Proficiency in programming languages such as Python or R - Experience in data preprocessing, feature selec...
I am looking for an ML, Power BI, and Tableau expert to assist me with my project. Specifically, I need help with data cleaning, preprocessing, model selection, training for the ML tasks. Skills and experience required: - Strong knowledge and experience in data cleaning and preprocessing for ML tasks - Proficiency in using Power BI or Tableau for data visualization - Ability to create interactive and visually appealing dashboards for data analysis - Experience in working with different datasets The ideal candidate should be able to work with the datasets provided by the client and have expertise in ML, Power BI, and Tableau to effectively visualize the data and provide insights.
I'm looking for an experienced data analyst to take on my project of data cleaning and EDA. Specifically, I need someone who is familiar with both structured and unstructured data to handle missing values, duplicates, merging health records with pollution records and generating trends and reports. The project requires a deep understanding of data science and statistical techniques to help generate correlations and descriptive statistics, as well as experience in data cleaning. Additionally, I'm looking for someone with the ability to create beautiful visualizations that can tell a story. Overall, I'm looking for someone who can take my data and use their skills to create insightful analysis that is not only informative, but also engaging for all viewers.
I am in urgent need of a JFLAP expert who can help me with a specific task of creating automata. Skills and Experience Required: - Extensive knowledge and experience in JFLAP - Strong understanding of automata and regular expressions - Ability to create automata efficiently and accurately - Excellent problem-solving skills Task Requirements: - The task requires the creation of automata using JFLAP within a tight deadline of 1 hour. - Detailed explanatory notes and documentation are required to accompany the task. - The automata should be accurately simulated and able to handle regular expressions. If you have the necessary skills and expertise in JFLAP and automata, and can complete the task within the given deadline, please bid on this project.
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I'm looking for an experienced data analyst to take on my project of data cleaning and EDA. Specifically, I need someone who is familiar with both structured and unstructured data to handle missing values, duplicates, merging health records with pollution records and generating trends and reports. The project requires a deep understanding of data science and statistical techniques to help generate correlations and descriptive statistics, as well as experience in data cleaning. Additionally, I'm looking for someone with the ability to create beautiful visualizations that can tell a story. Overall, I'm looking for someone who can take my data and use their skills to create insightful analysis that is not only informative, but also engaging for all viewers.
We are excited to present you with an opportunity to invest in Genesis Crypto FX. Our company is Genesis Crypto FX uses advanced Ai robots trained on extensive trading data and algorithms to analyze market trends and execute profitable trades with high precision and has demonstrated significant growth potential in [Finance]. You will be required to start your investment/work life journey with the company with an initial start-up capital ranging from $1000 - $10,000 and above. Incase you do not have the start-up capital upon signing agreement with our company, the company will fund you the start-up capital. Minimum of $1000 and maximum of $10,000 to start your investment plan, you earn 15% from every referral under your team and 3.0% accumulate when your referral refers another investor cu...
Skills and Experience: - Strong background in data analysis, specifically in quantitative and qualitative analysis - Proficiency in analyzing data related to healthcare, technology, and/or education - Experience in working with multiple data sets, including the ability to handle and analyze large amounts of data Project Brief: We are seeking a skilled data analyst to conduct a thorough analysis of research data and results. The ideal candidate will have expertise in both quantitative and qualitative analysis, with a focus on healthcare, technology, and/or education. Requirements: - Proficient in analyzing data using various statistical methods and software - Ability to interpret and present results in a clear and concise manner - Experience in working with large data sets and managi...
Python Programming Instructor Needed for General Knowledge Lessons (Intermediate Level) - I am seeking an experienced Python programming instructor who can provide general knowledge lessons. - The lessons are not intended for a specific project but rather to enhance my overall understanding and skills in Python programming. - The ideal instructor should have a strong command of Python programming concepts and be able to effectively teach and explain them to an intermediate level learner. - The instruction should be tailored to my level of expertise and cover a wide range of topics within Python programming. - I am looking for 5-10 hours of instruction to ensure thorough coverage of the subject matter. - The instructor should be patient, knowledgeable, and able to explain clearly the topic...
I am looking for a freelancer who can provide data analytics and minor machine learning project in the healthcare sector. The dataset I want for the model and analysis should be realtime data. Please source the data. I decide on analysis and prediction of a ovarian cancer disease Main Objective: - The main objective of this project is to perform both data analysis and machine learning tasks. Level of Complexity: - The machine learning aspect of the project requires a simple level of complexity. Data Type: - The client is not sure about the type of data that will be used for this project. Ideal Skills and Experience: - Strong background in data analytics and machine learning - Experience in handling structured and unstructured data - Proficiency in programming languages such as Python ...
Qualified Statistician needed for urgent project Skills and Experience Required: - Strong expertise in inferential statistics - Proficient in analyzing complete datasets - Experience in forecasting trends Project Details: - We are seeking a qualified statistician to assist with an urgent project. - The specific statistical analysis required is inferential statistics. - The client has a complete dataset ready for analysis. - The desired outcome of the analysis is to forecast trends. - The ideal candidate will have experience in academic research and business decision making. - The project requires the ability to work efficiently and meet tight deadlines. Note: Please only apply if you have the necessary skills and can begin working immediately.
I am looking for a freelancer who can help with data analytics and machine learning project in analysing how the features correlation and also implementing a minor machine learning model in detection of epilepsy disease in a person with the frontend that's designed according to the market standards. Dataset: The dataset needs to be sourced/collected as I do not have a specific dataset available. I really need help with sourcing realtime data and not any kaggle dataset which is already available. Machine Learning Model: I am unsure about the type of machine learning model to be used. Skills and Experience: - Strong background in data analytics and machine learning - Experience in sourcing and collecting datasets for analysis - Knowledge of various machine learning models, especiall...
Research Project in Law: Gathering Data and Statistics within a Month Objective: - The main objective of this research project is to gather data and statistics in the field of Law. - The project aims to provide a comprehensive analysis of existing research in order to generate new hypotheses. Ideal Skills and Experience: - Strong research skills with a focus on data collection and analysis. - Proficiency in conducting research in the field of Law. - Familiarity with legal databases and sources. - Ability to interpret and analyze complex data and statistics. - Excellent written and verbal communication skills. Project Timeline: - The research project needs to be completed within a month. - Timeliness and adherence to the deadline is crucial. Additional Information: - The client is seeki...