Tilastoanalyysi Jobs
Statistical Analysis is the practice of using data to identify, understand, and shed light on relationships between corresponding elements. Statistical Analysers specialize in using such data to draw conclusions and suggest potential strategies or next steps when doing research. To do this, they must be well-versed both in the domain and in the process of collecting, analyzing, and interpreting data.
Simply put, a Statistical Analyser is someone who can transform an overwhelming amount of data into clear insight. Whether it’s a medical research project or predicting particular outcomes from a set of variables, these professionals are able to get the information you need to take your project to the next level.
Here's some projects that our expert Statistical Analysers made real:
- Helping Psychology research uncover meaningful insights through accurate data interpretation
- Computing Shannon Entropy values for Probability Distributions
- Creating equations with sophisticated software packages such as R and SPSS
- Navigating Excel formulas to produce desired results
- Taking clinical data and forecasting mortality patterns
- Applying advanced mathematics such as Conjugate Gradient method
As illustrated above, finding reliable insight requires more than just a basic understanding of math and software packages. By hiring an experienced freelancer on Freelancer.com with an expertise in Statistical Analysis you can save yourself time, energy, and possibly money. So if you’re looking for reliable insight from a large set of data, why not post your project on Freelancer.com today? With our skilled Statistical Analysers, your success is pretty much guaranteed!
Asiakkaamme antoivat 65,091 arvostelussa keskimääräisen arvosanan Statistical Analysers 4.89 / 5 tähteä.Palkkaa Statistical Analysers
Seeking a statistics tutor with expertise in college-level statistics, specifically in the area of probability. The ideal candidate should be able to conduct tutoring sessions multiple times a week. Must have a digital pen Skills and Experience: - Strong knowledge of college-level statistics - Expertise in probability - Experience in tutoring or teaching statistics - Excellent communication and teaching skills
Project Title: E-commerce Customer Behavior Analysis I am seeking a skilled freelancer to assist with analyzing e-commerce customer behavior data to gain valuable insights. We are interested in understanding how customers interact with our online store. Data Type: The dataset consists of e-commerce customer behavior data, including website visits, product views, and purchase history. Analysis Goal: The primary goal is to uncover patterns and insights related to customer behavior, such as shopping habits, preferences, and conversion rates. Visualization Type: We prefer the results to be presented through data visualizations, including graphs and interactive dashboards, to facilitate easy comprehension. Requirements: The ideal candidate should have a strong background in data analysis ...
I am looking for a freelancer to assist me with a research project in the field of environmental science. Specific Aspect: The project will focus on a specific aspect of environmental science, with a particular interest in the subject of biodiversity. Research Questions and Goals: I am open to suggestions and guidance on the research questions and goals for this project. Intended Audience: The intended audience for this project is the academic community. Skills and Experience: - Strong background in environmental science and research methodologies - Experience in conducting research and analyzing data related to biodiversity - Familiarity with academic writing and publishing standards - Ability to synthesize complex information and present findings to an academic audience - Profi...
I'm in need of a professional to conduct spatial analysis on my data using Geographic Information Systems (GIS), with a focus on spatial and Locational Analysis. I already have specific data that I'd like analyzed, so the job is to interpret and utilize existing data. The desired outcome of this project is to generate insights and results based on locational analysis. Experienced experts in GIS with familiarity in using and understanding location-based data will be preferred for this project.
I am looking for a Freelancer to create a bunch of test questions based on Supply Chain Data Modeling and Analysis. The questions should be at an extremely difficult level and I require more than 30 of them. The ideal candidate will have experience in creating high-quality test questions on topics related to Supply Chain Data Modeling and Analysis. A deep understanding of the subject is necessary, as well as the ability to create questions that challenge even the most experienced professionals. I am looking for both multiple choice and open-ended questions that require excel equations and formulas. The questions must be relevant to the topic, accurately assess the subject knowledge, and effectively measure each candidate's understanding. I am looking for someone who can create ques...
Python Data Analysis Project Objective: - The specific goal of this Python project is data analysis. Data: - The project requires analyzing both existing data and collecting new data. Analysis Results: - The required format for the analysis results is a detailed report in text. Ideal Skills and Experience: - Proficiency in Python programming language - Strong background in data analysis and statistics - Experience in working with both existing and collected data - Ability to generate detailed reports in text format Please note that visual graphs and charts are not required for this project. The main focus is on providing a comprehensive analysis in a written format. Project details are as attached below
I am looking for a data analysis expert who specializes in data visualization. The project involves analyzing a small dataset (less than 1GB) and presenting the findings in a visually appealing and easy-to-understand manner. Skills and experience required: - Proficiency in data visualization tools such as Tableau or PowerBI - Strong understanding of statistical concepts and data analysis techniques - Ability to transform complex data into clear and concise visual representations - Experience working with small datasets and extracting meaningful insights - Attention to detail and ability to communicate insights effectively If you have a strong background in data visualization and can work with small datasets, please submit your proposal. No specific software or tool preference is required...
Project Title: Vertical Asymptotes and Limit Queries I am looking for assistance in both finding vertical asymptotes and evaluating limits for a beginner level understanding. Skills and Experience Required: - Strong knowledge and understanding of calculus - Proficiency in finding vertical asymptotes and evaluating limits - Ability to provide a mix of detailed explanations and concise answers to cater to my learning needs Responsibilities: - Help me understand the concept of vertical asymptotes and how to identify them - Assist me in evaluating limits and explaining the process step by step - Provide clear and concise answers to my queries while also offering detailed explanations when necessary Deliverables: - Detailed explanations and concise answers for finding vertical asymptotes an...
Seeking an experienced professional for a project focused on time series forecasting using Python, machine learning (ML), and deep learning (DL) techniques. The project involves analyzing multiple features, exploring various feature combinations, and utilizing ML to uncover patterns within a large dataset from the stock market. The primary goal is to develop predictive models capable of identifying and forecasting recurring patterns in stock market - Options data. Key Requirements: 1. Strong proficiency in Python for data analysis and machine learning. 2. Extensive experience in working with time series data. 3. Expertise in machine learning and deep learning techniques, particularly for time series forecasting. 4. Ability to handle and process large datasets effectively. 5. A deep unders...
Hi, I am looking for a skilled R programmer to assist me with a data analysis project. The specific task I need help with is data analysis, involving regression analysis and hypothesis testing. I currently do not have a dataset ready, so I will need assistance in sourcing the data. The complexity level of the data analysis is expected to be intermediate, involving regression analysis and hypothesis testing. Ideal skills and experience for this job include: - Proficiency in R programming - Strong understanding of regression analysis and hypothesis testing - Experience in sourcing and manipulating data for analysis - Ability to interpret and present data findings in a clear and concise manner
I am looking for an Excel expert who can assist me with the following tasks: - Formulas and functions: I need help in creating and implementing complex formulas and functions in Excel. - Dataset sourcing: I need assistance in finding a suitable dataset for data analysis. - Analyzing correlations and relationships: The desired outcome of the data visualization is to analyze correlations and relationships within the dataset. Skills and experience required for this project: - Strong proficiency in Excel, including advanced knowledge of formulas and functions. - Experience in data analysis and interpretation. - Ability to source and manipulate datasets. - Familiarity with data visualization techniques and tools. - Strong analytical skills and attention to detail. Please provide examples of p...
I am looking for a freelancer who specializes in Forex Trading and has experience in Fundamental Analysis. The project involves conducting a detailed analysis of the market and providing a comprehensive report. Skills and Experience: - Extensive knowledge and experience in Forex Trading - Strong understanding of Fundamental Analysis and its application in trading - Ability to analyze market trends, economic indicators, and news events - Proficiency in data analysis and financial modeling - Excellent research and analytical skills - Strong attention to detail and ability to provide a comprehensive and detailed analysis The ideal candidate should have a proven track record in Forex Trading and be able to provide examples of previous analysis and reports. They should also be able to work in...
GIS Project on Multi Hazard Mapping - Type of GIS Analysis: Spatial analysis - Geographic Data: Data will need to be sourced - Intended Use of Multi-Hazard Map: Disaster management Skills and Experience Needed: - Proficiency in GIS software and spatial analysis techniques - Ability to source and collect relevant geographic data - Knowledge of disaster management and its implications in GIS analysis - Strong analytical and problem-solving skills in order to accurately map and assess multiple hazards - Understanding of planning and development processes to effectively create hazard maps for disaster management purposes
I am urgently seeking a person with expertise in R language to assist with a data visualization task. The ideal candidate should have experience in analyzing and interpreting data using R and should be able to create visually appealing and informative visualizations. Specific requirements for the project include: - Utilizing R language to create visually appealing data visualizations - Interpreting and analyzing existing data - Working with the client's existing data to create visualizations that effectively communicate insights and trends The project must be completed within 24 hours, so the ideal candidate should be able to work efficiently and meet tight deadlines. Skills and experience required for this job: - Proficiency in R language and data visualization packages (e.g., ggp...
I am looking for a business analyst with expertise in data analysis for a medium-sized project. The freelancer will be working independently and will not need to collaborate with any other teams or individuals. Skills required: - Data analysis - Process improvement - Requirements gathering The ideal candidate should have experience in conducting data analysis, identifying process improvement opportunities, and gathering requirements for business projects. They should be able to work independently and deliver high-quality results within the specified scope of the project. Someone who has good understanding of the concepts in attachment .
Project Title: Data Analysis for Tree Population and Density Sample Plots Overview: I am looking for a data analyst who can help me analyze data related to sample plots for tree population and density. The goal is to gain insights and draw conclusions from the data. Data Analysis: - The analysis will involve both descriptive and inferential statistics to provide a comprehensive understanding of the data. - Descriptive statistics will be used to summarize and present key information about the tree population and density. - Inferential statistics will be applied to draw conclusions and make predictions based on the sample data. Preferred Software: - The client prefers to use Excel for the data analysis. Therefore, proficiency in Excel is essential to successfully complete this project. R...
I am seeking an experienced freelancer to carry out a trend analysis on approximately 2000 cases of data that I have. Specifically, I am after a visual analysis, which I have the data for in Excel format. The objective of this trend analysis is to identify any patterns within the data. The outcome of the trend analysis isn’t necessarily to predict future trends or understand current situations, but instead to find patterns within the data which may point to a solution, answer a question or uncover an underlying issue. Experience in data analytics is essential, and an understanding of the latest trend analysis and visualisation techniques is desired. I am open to any creative solutions to this analysis, so any experience or qualifications related to data analytics would be greatly...
I am looking for an expert in OCR and machine learning to help me with a project that involves identifying numbers from pictures for data analysis purposes. The ideal candidate should have experience in the following: - OCR (Optical Character Recognition) - Machine Learning - Python programming *** this is not for someone that has no deep experience in this area *** i attach samples of data training included i will supply 10000 pictures i want 1% loss attached are examples only Challenges that may arise in this project include dealing with variations in number styles, poor image quality, and limited training data. Therefore, the candidate should be well-versed in handling these challenges using machine learning and OCR techniques. Python is the preferred programming language for this pro...
I am looking for a freelancer who can help me with a personal project focused on the use of metagenomics in developing disease-resistant plant varieties, specifically tomatoes. The desired outcome of this project is to develop new varieties of tomatoes that are resistant to diseases. Skills and Experience: - Expertise in metagenomics and plant genetics - Knowledge of disease-resistant genes and their identification - Experience in developing disease-resistant plant varieties - Familiarity with metagenomic techniques and their application in plant breeding - Strong understanding of plant pathology and diseases affecting tomatoes - Ability to analyze and interpret metagenomic data - Proficiency in molecular biology techniques and genetic engineering - Familiarity with plant breeding method...
I am looking for comprehensive data on advance care planning from both a regional and global perspective that can be used for academic research. Specifically, I need statistics and demographics in addition to relevant legal and ethical considerations, implementation practices, and best practices. The data must be collected and presented in a way that can be easily used and understood by academic researchers.
A Research Specialist is a skilled professional who plays a pivotal role in the field of research. Their primary responsibilities encompass the planning, execution, and management of research projects. They are adept at gathering, organizing, and analyzing data, employing a wide range of research methodologies and tools. Research Specialists are detail-oriented and possess strong analytical skills, enabling them to draw meaningful conclusions from complex information. These specialists collaborate with interdisciplinary teams, academia, or private organizations to contribute to the advancement of knowledge, problem-solving, or product development. They often design experiments, surveys, or data collection processes, ensuring data integrity and adherence to ethical standards. Furthermore, ...
I'm looking for the expertise of a freelancer to assist me with my Churn analysis project. The data I am working with is customer demographics. I have a specific metric or target for churn that I want to reach. My ultimate goal in carrying out this analysis is to improve customer retention. The success of this project will require a freelancer who has experience with churn analysis and customer retention, as well as the knowledge and tools to carry out the analysis in a timely and accurate manner. If you have the necessary qualifications and can help me reach my goal, I would love to hear from you.
I am looking for a skilled SPSS expert to assist me with an urgent project that needs to be completed within a week. Specific requirements: - Proficient in SPSS software and data analysis techniques - Experience in conducting statistical analysis and interpreting results - Ability to clean and manipulate data for analysis - Knowledge of advanced statistical methods and hypothesis testing - Strong attention to detail and accuracy in data analysis Ideal skills and experience: - Previous experience working on similar SPSS projects - Familiarity with social science research and survey data analysis - Excellent communication and problem-solving skills - Ability to meet strict deadlines and deliver high-quality work If you have the necessary expertise and can complete the project within the ...
Project Title: SAS STUDIO I am looking for a SAS expert to assist with statistical analysis in SAS Studio. The specific tasks involved in this project include: - Conducting basic statistical analysis using SAS Studio - Cleaning and manipulating data for analysis - Creating reports and visualizations based on the analysis The ideal candidate for this project should have: - Proficiency in SAS Studio and statistical analysis using SAS - Experience in data cleaning and manipulation - Strong skills in creating reports and visualizations As for the complexity of the analysis, it is categorized as basic statistical analysis. Please note that no specific deadline was provided for this project.
I am looking for a statistical analyst with expertise in hypothesis testing using R Studio. The ideal candidate should have experience in conducting hypothesis tests and interpreting the results. Skills and Experience: - Proficiency in R Studio and statistical analysis - Strong knowledge of hypothesis testing methodologies - Ability to analyze and interpret data accurately - Excellent communication skills to explain the findings to non-technical stakeholders Project Requirements: - Conduct hypothesis testing on a provided complete dataset - Analyze the data using appropriate statistical techniques - Interpret the results and provide insights and recommendations based on the findings - Complete the project within a tight deadline of less than a week If you are confident in your statistic...
Project Title: SAS STUDIO Tasks: - Advanced statistical analysis in SAS Studio Skills and Experience: - Strong expertise in SAS Studio - Proficient in statistical analysis techniques - Experience in handling complex data sets - Knowledge of advanced statistical modeling - Ability to interpret and present statistical findings Deadline: No specific deadline mentioned
Project Title: Advanced SAS Studio Data Analyst I am looking for a SAS Studio expert with advanced experience in data analysis. Tasks to be performed: - Conduct thorough data analysis using SAS Studio - Generate comprehensive reports based on the analyzed data - Collaborate with the team to ensure accurate and timely completion of the project Ideal Skills and Experience: - Advanced level proficiency in SAS Studio - Strong background in data analysis and interpretation - Excellent analytical and problem-solving skills - Proficient in creating reports and visualizations using SAS Studio
I am looking for a freelancer to help me with a mediation model project. The purpose of this project is to identify the causal mechanisms at play, and I will provide the dataset needed. I prefer for the freelancer to use SAS as the statistical software for the mediation model. The expected outcome is a comprehensive mediation model that explains the relationship between different variables, tests the effectiveness of a specific treatment, and ultimately reveals the underlying causal mechanisms. To complete this project, the freelancer must be experienced in mediation models and proficient in using the SAS statistical software. I need to run/analyze a mediation model with three treatments repeatedly measured at four different time points. The IV and DV are latent variables-so each contain...
Project Title: Regional Analysis (INDIA) of Radiative Cooling Performance in Varying Atmospheric Transparency Windows Project Description: We are seeking a skilled and proactive freelancer to conduct a comprehensive study on the performance of our radiative cooling paints in different regions across India, considering the variations in Atmospheric Transparency Windows (ATW) caused by varying water vapor content in the atmosphere. The objective is to analyze how the radiative cooling performance of our paints is influenced by these regional and seasonal variations. **Project Objectives:** 1. **Water Vapor Data Extraction:** Utilize satellite data, particularly from Landsat, and tools like Google Earth Engine to extract region-wise humidity and water vapor data, focusing on different s...
I am looking for an experienced R programmer to assist me with a project involving data analysis and visualization. Tasks: - Perform data analysis using R programming language - Create visualizations such as graphs and charts - Generate a report with tables and figures to present the findings Requirements: - Proficiency in R programming - Strong background in data analysis and visualization - Ability to work with a pre-existing dataset - Familiarity with generating reports with tables and figures If you have the necessary skills and experience, please submit your proposal.
I want someone very good with data analytics skill to analyze this data. And with good presentation can reach out to me.
Project Description: I am looking for a freelancer who can create two graphs in Excel with two different y axes. The data that will be plotted on the graphs is numerical data. Graph Type: I prefer the graphs to be line graphs, which will effectively represent the data. Interactivity: The graphs do not need to be interactive. Ideal Skills and Experience: - Proficiency in Excel and data visualization - Strong understanding of graphing and charting techniques - Ability to create line graphs with multiple y axes - Attention to detail to ensure accurate representation of data Please provide examples of previous work in Excel graphing and data visualization when applying for the job.
I'm looking for an expert in Excel formulas and algorithms to help me with some data analysis and visualization. I have the data that we will be working with so the expert just needs to come up with the best way to use the formula and algorithms to get the desired results. Specifically, I'm looking for someone to help me with VLOOKUP and INDEX-MATCH, pivot tables and macros, and statistical analysis and regression models. The ideal candidate for this project should have a strong knowledge and understanding in using these tools and formulating the needed results for data analysis and visualization. If you think you have the skills and capabilities to do this project successfully, please feel free to bid on this project. I also want to describe my need on call and in hindi or punja...
I am looking for a skilled freelancer who can conduct a backtest for a Forex Expert EA in 5 pairs using a 30-minute timeframe. The desired outcome of the backtest is to identify the most profitable trading strategy. Skills and experience required for this project include: - Strong knowledge and understanding of Forex trading and strategies - Experience with backtesting Forex Expert EAs - Proficiency in analyzing and interpreting backtest results - Familiarity with 30-minute timeframe and 5 currency pairs Please note that the type of data provided for the backtest was not specified by the client.
I am looking for freelancer who is expert in Mathematics and one who can solve complex problems. .i have lots of MCQs and freelancer has to check if those are correctly solved and its hint and sub topic on which that question is formed. i have around 5000 MCQs of mathematics.I need experienced freelancer as these MCQs are going to be published in public domain.
Necesito un bot que escoja horarios de forma automática que envíe información a un panel de control y que pueda funcionar en múltiples cuentas a la vez y que no afecte las funciones natas de la app en la que va ser usada
I am looking for a programmer with experience in Pine programming language to complete my project as soon as possible. The project requires the following skills: - Strong programming skills, specifically in Pine - Experience in developing software applications - Ability to troubleshoot and debug code - Familiarity with data analysis and visualization - Good communication and collaboration skills The ideal candidate should have a proven track record in Pine programming and be able to work efficiently to meet tight deadlines. Experience in finance or trading systems is a plus but not required.
I am seeking a freelancer to collect both quantitative and qualitative data from online sources. The ideal candidate should have experience gathering data from various online platforms and be proficient in data collection techniques. The project does not require data analysis. for Hungary the data needed from 2012 to2022 (Environmental Sustainability Indicators): Natural Resource Consumption: Water usage (cubic meters per capita) Energy consumption (kilowatt-hours per capita) Environmental Degradation Indicators: Deforestation rate (hectares per year) Air pollution levels (PM2.5 concentration) Water pollution levels (water quality index) Policy Effectiveness: Sustainability policy adherence rate (percentage) Renewable energy adoption rate (percentage) (Population and Demographic Indic...
seeking an experienced data analyst to do a quantitative and qualitative analysis of the collected data. Responsibilities: Data Preparation: Clean and organize datasets for analysis. Handle missing data and identify potential outliers. Quantitative Analysis: Conduct correlation and regression analysis to examine the relationship between population growth and various environmental sustainability indicators. Utilize statistical software (preferably Stata) for data analysis. Qualitative Analysis: coding and categorizing qualitative data from interviews, surveys, and policy documents. Conduct thematic analysis to identify key themes and patterns. Reporting: Create clear and concise reports summarizing the analysis results, including visualizations and interpretations. Key Requirement...
For this project I require assistance with predictive analysis of my internal data. I am looking for someone to extract insights and develop a detailed report so that I can make informed strategic decisions. The project requires the person to draw upon a variety of statistical techniques to uncover trends and otherwise hidden insights from data, which can then be translated into actionable decisions. Additionally, I need the data analyst to have experience with data presentation/visualization that would bring the data analysis to life. I am also looking for the analyst to keep up with ever-evolving data analysis methods and technologies, so I can stay informed of the latest advancements in data analysis.
Project Description: I am looking for a freelancer who can create two graphs in Excel with two different y axes. The data that will be plotted on the graphs is numerical data. Graph Type: I prefer the graphs to be line graphs, which will effectively represent the data. Interactivity: The graphs do not need to be interactive. Ideal Skills and Experience: - Proficiency in Excel and data visualization - Strong understanding of graphing and charting techniques - Ability to create line graphs with multiple y axes - Attention to detail to ensure accurate representation of data Please provide examples of previous work in Excel graphing and data visualization when applying for the job.
FOR US AND CANADA BASED FREELANCERS I am in need of a data analyst for my construction/landscaping company. The ideal candidate will have experience in analyzing sales data, as well as the ability to work with a medium-sized dataset of 500-5000 entries. Skills and experience required for this project include: - Proficiency in data analysis tools and software - Strong analytical skills and attention to detail - Ability to generate insights and recommendations based on the data - Experience in the construction or landscaping industry is a plus, but not required As the client, I am open to suggestions and recommendations from the data analyst. The goal of this project is to gain insights into our sales data and make informed decisions to improve our business performance. Pro...
Data Analytics Consulting - Data Specialists We are seeking a skilled and experienced data specialist to provide predictive analytics services for our project. The ideal candidate will have expertise in using R or Python programming for data analysis. Specific requirements for the project include: - Utilizing predictive analytics techniques to analyze and interpret data - Providing insights and recommendations based on the analysis results - Collaborating with our team to understand our business objectives and goals Skills and experience required: - Strong knowledge and experience in predictive analytics - Proficiency in R or Python programming for data analysis - Ability to work with large and complex data sets - Excellent communication and presentation skills to clearly convey the a...
I am looking for an experienced freelancer to help me with looker studio reporting using Google Analytics 4 (GA4). I need experienced reporting and I'm looking for advanced complexity in the reports generated. I have a data source already in place, so all that's required is your experience in data visualization, analytics, and predictive analytics. If you think you can help, let me know!
I am looking for a Freelancer to assist me with a qualitative research analysis project. I have a specific research question and interviews transcripts as my data. I am seeking someone with expertise in NVivo software who can code my data according to the in-vivo coding method. The result that I'm hoping to achieve is a comprehensive picture of my data through the process of coding and the mapping of results. I am looking for someone who excels in the analysis of qualitative data and has experience using NVivo for qualitative research projects. Please get in touch with me if you believe this project is a good fit for your skills and expertise!
I am looking for a freelancer to conduct a paired t-test on a dataset that I provide. The purpose of the t-test is to compare means of two groups. The report that I need should include the t-test results along with a statistical interpretation of the results.
I need the matrices to be downloaded and combined
I am looking for a freelancer to develop a machine learning model for sentiment analysis. Specifically, I am looking for a sentiment analysis of social media data, customer reviews, or news articles. I do not have any specific requirements, but rather am trusting the freelancer's expertise. I am expecting moderately accurate results, but am open to further discussion on any changes that could be made to increase accuracy. Source code and data set must be included.
I'm looking for someone to help me segment data and create a detailed report. I have access to almost 1 million consumer data insights and I am looking to segment the behavioral data. This segmented data will be used in market research - I need both charts/graphs and a written report presenting the data. It is important that this segmentation is accurate and I can rely on the findings. If you have the experience and expertise in this area, I would love to hear from you.
I am searching for a proficient machine learning engineer or data scientist with expertise in football (soccer) prediction models. Our project entails rigorous backtesting and refining of our existing machine-learning football prediction model to enhance its accuracy and reliability. Key Deliverables: Data Preprocessing: Clean and preprocess historical football match data, including player statistics, team performance, and game outcomes to ensure data quality. Backtesting: Develop and execute comprehensive backtests for the existing football prediction model. Evaluate its performance across various leagues, seasons, and match scenarios. Performance Metrics: Calculate and analyze critical performance metrics such as accuracy, precision, recall, and F1 score. Assess model strengths and w...