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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:
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!
Daripada 87,832 ulasan, klien menilai Statisticians 4.84 daripada 5 bintang.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:
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!
Daripada 87,832 ulasan, klien menilai Statisticians 4.84 daripada 5 bintang.I'm seeking an expert to review my Python script, which leverages machine learning and reinforcement learning techniques for a finance application. The main focus should be on improving the algorithms used in the script. Key Requirements: - Extensive experience with Python, particularly in the context of machine learning and reinforcement learning. - Strong background in finance to understand the script's application. - Proven skills in algorithm optimization and improvement. Please note, the primary goal of this review is to enhance the algorithms in the script. Therefore, a deep understanding of the relevant techniques and strategies will be crucial for this project.
I'm seeking a skilled freelancer with a TradeStation account. The job involves automating stock trading strategies and analyzing real-time market data. Key Responsibilities: - Automation of stock trading strategies on TradeStation - Real-time market data analysis for strategy efficacy and adjustments Ideal Candidate: - Proficient in TradeStation - Experienced in stock trading - Capable of real-time data analysis - Able to automate trading strategies
I'm seeking a skilled developer to repurpose any astrology engine. This engine should be capable of generating elaborate, personalized horoscope reports in PDF format based on user-provided birth details (date, time, place). These reports should provide in-depth interpretations covering: - Planetary positions and their effects - Predictions for various life aspects including career, health, relationships, and finance - Analysis of Doshas with suggested remedies - Examination of Yogas and their benefits - Identification of favorable time periods (Dashas, Bhuktis, Transits) - Additional insights into numerology, gemstones, and auspicious dates The programming language or framework for the engine hasn't been specified, so the choice is flexible. The PDF reports can be in any forma...
I'm looking for a data analyst with expertise in panel data analysis and random forest techniques, specifically using SPSS software. The main objective of this project is to accurately forecast headcount based on the data provided. Key requirements: - Proficiency in SPSS - Expertise in panel data analysis - Experience with random forest techniques - Ability to forecast headcount from analysis Please only apply if you have strong skills and experience in these areas. Timeline is 2 weeks and the model must have a very strong confidence level
Hi there! I'm in need of a seasoned Python/ML or R professional who can assist with the development of a machine learning model. I will share you more details in via chat box. Thank
I'm conducting a research study and have completed a pilot test using a questionnaire, which has gathered responses from 19 participants. I am seeking a skilled professional with expertise in data analysis and SmartPLS software to perform the following tasks: - Analyze the collected data to assess its validity and reliability. - Evaluate the validity of the conceptual framework to ensure alignment with the research objectives. The collected data, details of the conceptual framework, and study topic will be provided upon project commencement. This task should be straightforward for someone with experience in SmartPLS and statistical analysis. Requirements: - Proficiency in SmartPLS and structural equation modeling (SEM). - Strong understanding of research validity and reliability t...
I'm embarking on a research project that requires expert guidance in statistical analysis. Key Responsibilities: - Help determine the appropriate statistical methods for comparing a mix of independent and related groups. - Execute the statistical analysis once the data is collected post-IRB approval. Ideal Skills and Experience: - Proficient in statistical software (e.g., SPSS, R, Python). - Experience with research data analysis. - Ability to explain complex statistical concepts in simple terms.
I need a statistician for following descriptive analysis and stata: Read images. Note: Files in those images will be provided.
I need assistance with combining two Excel sheets. The task is to transfer values from column 2 of the source sheet to column 2 of sheet A. The values are a mix of numbers and text, and they are jumbled in the source sheet. Key Tasks: - Discussion on handling duplicate entries in column 2 of the source sheet - Converting all values to text in the destination sheet - Discussion on how to manage blank or missing values in column 2 of the source sheet Ideal Skills and Experience: - Proficiency in Excel - Excellent data management skills - Ability to discuss and devise solutions for data handling issues Please note that certain aspects of the project, such as how to handle duplicates and missing values, will require discussion.
I need assistance with combining two Excel sheets. The task is to transfer values from column 2 of the source sheet to column 2 of sheet A. The values are a mix of numbers and text, and they are jumbled in the source sheet. Key Tasks: - Discussion on handling duplicate entries in column 2 of the source sheet - Converting all values to text in the destination sheet - Discussion on how to manage blank or missing values in column 2 of the source sheet Ideal Skills and Experience: - Proficiency in Excel - Excellent data management skills - Ability to discuss and devise solutions for data handling issues Please note that certain aspects of the project, such as how to handle duplicates and missing values, will require discussion.
I am seeking an experienced educator who is skilled in teaching children aged 4-7 years. The tutor will assist my child in various subjects including reading and writing, basic math, general knowledge, basic calligraphy, and English grammar. Lessons should be engaging and delivered through online sessions. Ideal Skills and Experience: - Prior experience in teaching young children - Strong understanding of early childhood education curriculum - Proficient in delivering online lessons - Creative in using interactive teaching methods - Excellent communication skills - Patience and ability to engage with young learners
Project Description: I am looking for a skilled freelancer who can develop a Stock Screener for the purpose of identifying trading opportunities. The screener should include specific parameters, such as price movement and trading volume, as well as other specific indicators that will be provided. Skills and Experience: The ideal candidate for this project should have the following skills and experience: - Proficiency in developing stock screeners - Strong knowledge of stock market indicators and technical analysis - Experience in implementing custom indicators and parameters - Familiarity with chartink screener or similar tools - Ability to work independently and deliver high-quality results within the given timeframe.
I'm seeking an experienced Power BI developer to analyze my sales data. The main goal is to visualize and interpret sales trends over time. Ideal Skills and Experience: - Proficiency in Power BI - Strong background in data analysis - Previous experience with sales data - Ability to create insightful visualizations - Excellent understanding of identifying trends over time Please provide examples of similar projects you've completed.
I am looking for a professional who can develop a detailed financial model for expense planning. The primary focus will be on forecasting our expenses accurately to help guide our future spending and investment decisions. Ideal Skills and Experience: - Expertise in financial modeling and forecasting - Strong analytical and statistical skills - Experience in expense planning - Proficiency in Excel or other financial modeling software - Ability to present complex financial data in a clear and understandable manner. Please note that the project scope may involve analyzing various types of expenses, so experience with operational expenses, capital expenditures, and fixed vs variable costs could be beneficial.
We are seeking a skilled and experienced football betting tips provider to deliver daily betting recommendations. The ideal candidate will have a deep understanding of football statistics, betting strategies, and a proven track record of success. You will be required to provide daily tips with odds ranging from 1.80 to 2.50, ensuring that each ticket consists of no more than two betting options. The payment for this position will be based on the winning rate or percentage, which will be discussed during the hiring process. Responsibilities: Conduct thorough research and analysis of football matches, teams, and leagues to provide accurate and reliable betting tips. Provide daily tips with odds ranging between 1.80 and 2.50. Each betting recommendation should consist of no more than two be...
More details: What type of data needs to be analyzed? This question was skipped by the user What is the main goal of the data analysis? This question was skipped by the user In what format is the data currently available? This question was skipped by the user
I'm looking for a professional who can assist me in collecting various forms of data. The specific details of the data collection will be discussed further, but it will not involve survey responses, user behavior data, or market research data. - The specifics of the data types will be discussed in detail during the selection process. - The ideal candidate should possess a deep understanding of various data collection techniques and tools. - Experience in data analysis will be an added advantage. The project will involve the use of different data collection methods, excluding online surveys, web scraping, and API integration. The ideal candidate should be flexible and able to adapt to different data collection methods as per project requirements. - Prior experience in alternative d...
I need a proficient biostatistician to analyze my Excel spreadsheet. The results will be used for a research publication, so accuracy and clarity are paramount. You'll mainly be using descriptive statistics to interpret the data. Key Tasks: - Conduct biostatistical analysis using descriptive statistics, students T test to show significance etc - Present results in clear, organized tables Ideal Skills: - Proficiency in biostatistics - Expertise in Excel - Experience in preparing data for research publications Please note, the final output should consist of tables only. Graphs and summarized text reports are not required.
I'm in search of a data scientist with a passion for sports and a high level of mathematical skills to help me predict future game winners from existing sports data. The primary aim of this project is to create a solution for betting purposes. Key Responsibilities: - Utilize historical game data and player statistics to develop predictive models. - Employ Python and potentially AI to enhance the accuracy of predictions. - Think creatively and analytically to generate unique solutions. Ideal Skills and Experience: - High proficiency in Python, with prior experience in AI preferred. - Strong mathematical skills. - Sports enthusiast with understanding of various sports. - Prior experience in data analysis and predictive modelling. - Creative thinker who can approach problems from multi...
I have conducted pre-and post-tests and pre-and post-questionnaires and have compiled descriptive statistics. I am looking for a professional who can calculate paired samples t-tests for me using SPSS and provide box plot visualizations of the results. Ideal candidate should have: - Proficiency in SPSS - Experience with conducting t-tests - Ability to create box plot visualizations Please ensure your proposal includes similar previous work.
I am seeking an experienced IT professional or a Master’s/Ph.D. student in Computer Science or Mathematics to help with preparation for coding competitions (e.g., USACO, INOI, IOI) and technical interviews. Requirements: Prior experience in coding competitions is essential. Strong knowledge and experience in competitive programming, problem-solving, C++, and Python. Applicants from India or Pakistan only, please. About me: I’m an undergraduate student at UCLA majoring in Mathematics with a solid foundation in both C++ and Python. I’m passionate about coding and looking for a study buddy with similar interests and goals to collaborate on preparation for future interviews and challenges. Additional Details: My budget is limited. To confirm you’re not an AI/auto-ge...
I'm in need of a Python guru with a strong background in data analysis, specifically with scientific data. Key Requirements: - Proficiency in Python programming - Extensive experience in data analysis - Familiarity with scientific data interpretation Please note that I also have some automation tasks that might need to be handled, primarily centered around data scraping and file management.
About the Project We're seeking a data specialist to assist in collecting comprehensive mathematics educational content for research purposes. The goal is to gather high-quality mathematics learning materials, focusing on problem-solving approaches and solutions. Project Scope Target Volume: 500GB of curated mathematical content including: - Problem sets and solutions - Mathematical reasoning processes - Academic materials from educational institutions - Multi-language content (primarily English and Chinese) - Coverage from high school to university level mathematics Content Requirements - Mathematical problems and detailed solutions - Step-by-step problem-solving processes - Expected answers and solution verification - Error analysis and corrections - Dataset source documentation -...
I'm looking for an experienced Python developer with expertise in algorithmic trading to help me deploy a Momentum Trading strategy. This will target stocks on the kotak neo and Fyers platforms. The project requires minimal coding effort, but does involve creating a simple user interface (UI) and implementing a trading strategy. Key Requirements: - The UI needs to include an index selection dropdown, a price input field, and a trade execution button. - The project is akin to creating strategies in quantitative algorithmic trading. We can discuss the specifics further. - The strategy should execute trades at a low frequency. Ideal candidates should have: - Proven experience in Python and algorithmic trading. - Familiarity with the kotak neo and Fyers platforms. - Ability to create a ...
I require a comprehensive analysis of an Arabic language document focused on a specific department and its teams. The document needs to be scrutinized for: - Performance evaluation - Workflow efficiency - Communication patterns The ultimate goal of this analysis is to identify the strengths and weaknesses of the department and its teams. Ideal candidates for this project should be proficient in Arabic and have a strong background in data analysis, particularly in assessing team performance and workflow efficiency. Experience in analyzing communication patterns and identifying strengths and weaknesses within a team context will be highly valuable.
I'm looking for a professional to help me confirm if my Instagram account is shadowbanned. The ideal candidate will use a combination of manual review and third-party tools to do so. Key Responsibilities: - Use a mix of manual methods and software tools to check for shadowban. - Thoroughly review my account statistics and analytics screenshots to identify potential issues. - Provide a detailed report confirming the presence of a shadowban and suggesting next steps. Skills and Experience: - Proven experience with Instagram account management. - Proficiency in using third-party tools for social media analysis. - Excellent analytical skills to interpret account statistics and identify patterns. I will provide screenshots of my account statistics and analytics to assist in the detecti...
I need a proficient biostatistician to analyze my Excel spreadsheet. The results will be used for a research publication, so accuracy and clarity are paramount. You'll mainly be using descriptive statistics to interpret the data. Key Tasks: - Conduct biostatistical analysis using descriptive statistics, students T test to show significance etc - Present results in clear, organized tables Ideal Skills: - Proficiency in biostatistics - Expertise in Excel - Experience in preparing data for research publications Please note, the final output should consist of tables only. Graphs and summarized text reports are not required.
I'm seeking a skilled Google Sheets professional to assist with data visualization for my tax declaration. The task involves creating a comprehensive final table that consolidates information from multiple tabs. Key Requirements: - Proficient in Google Sheets, especially with data visualization techniques - Experience with tax-related calculations and formulas - Ability to create a final table that clearly presents total income and expenses, taxable income, as well as deductions and credits. Please submit your bid if you have the relevant experience and skills.
I'm seeking an Excel expert to analyze my data. Though specifics weren't provided, the ideal candidate should: - Have a strong background in data analysis - Be proficient in Excel - Able to derive insights from data - Capable of cleaning, transforming and aggregating data before analysis - Be proficient in performing statistical analysis in Excel - Expertise in creating and manipulating Pivot Tables - Utilize complex formulas and functions for in-depth data analysis - Create data visualizations using Excel charts and graphs - Capable of integrating data from multiple sources - Skilled in generating comprehensive reports based on the analysis - Ensure data accuracy through validation techniques - Identify and analyze trends in the data over time - Experience in conducting scenari...
I'm seeking a professional with a Bachelor's in Communications, English, or Marketing, or equivalent, for a project heavily focused on data analysis and reporting. Key Responsibilities: - Analyzing complex data sets - Structuring and formatting data for clarity and insight - Evaluating findings and drawing relevant conclusions - Reporting results in a clear, concise manner Ideal Candidate: - Bachelor's degree in Communications, English, or Marketing, or equivalent - Strong background in data analysis - Exceptional proofing and editing skills - Experience developing methodologies and adhering to regulatory standards - Ability to translate complex data into understandable reports Please note, the main focus of this project is data analysis and reporting. The need for proof...
I'm looking for a data analyst proficient in Power BI to help me analyze market trends data. Key requirements: - Analyze market trends data to predict future trends - Use Power BI for the analysis The ideal freelancer for this project should have: - Extensive experience with Power BI - Strong analytical skills - Ability to interpret data and provide meaningful insights
I'm looking for a skilled data analyst with extensive experience in Excel. The primary focus of this role is to create dashboards and reports that help identify sales trends from our sales data. Key Responsibilities: - Create dynamic, user-friendly dashboards in Excel - Generate insightful reports based on sales data - Perform in-depth data analysis Ideal Skills: - Proficient in Excel (including advanced functions and features) - Experience with sales data - Strong analytical skills - Ability to create clear, concise dashboards and reports - Detail-oriented and able to identify trends and anomalies in data.
I'm looking for an expert in machine learning and data science to adapt the SHAP (SHapley Additive exPlanations) algorithm for a zero-shot multivariate time series forecasting model (IBMs Tiny Time Mixers), specifically for sales data. The primary aim of this project is to enhance the interpretability of the model. In particular, we need to focus on understanding the impact of different features on the model's predictions. Skills and Experience Required: - Proficiency in Python and relevant data science libraries (e.g., pandas, numpy, scikit-learn) - Strong understanding of machine learning algorithms and their interpretability - Specific experience with SHAP or similar interpretability tools would be highly advantageous - Experience in time series forecasting
I'm looking for an experienced Python developer to help me connect the Zerodha API to my Power BI program. The primary goal of this integration is to automate data retrieval from the market in real-time. Key Requirements: - Expertise in Python programming - Experience with Power BI - Familiarity with Zerodha API - Ability to set up real-time data retrieval - Understanding of market data This project will involve configuring the system to pull market data automatically and continuously, allowing for real-time analysis and insights. Your role will be crucial in helping me streamline this process and maximize the potential of my Power BI program.
I am seeking a highly skilled Python developer with extensive experience in AI model development, specifically in Natural Language Processing (NLP). The primary focus of this project is to create a model that can facilitate language translation and data analyss , specifically for the Sanskrit language. NO MEDIATORS FOR COMPANIES ALLOWED Key Responsibilities: - Develop an NLP model using Python for language translation - Train the model using data from the Sanskrit language Ideal Skills: - Proficient in Python with a solid understanding of its libraries for AI and NLP - Experience in developing AI models for language translation - Familiarity with the Sanskrit language is a plus but not mandatory the task is i want to create a Charak and shushrut based ai model which can read and interp...
I have a zip file containing data that needs to be analyzed using ArcGIS Pro. The analysis will primarily be statistical in nature, specifically descriptive statistics. The ideal freelancer for this project should: - Be proficient in using ArcGIS Pro. - Have a strong background in statistical analysis. - Be able to interpret and visualize data effectively. Please provide examples of similar projects you have completed in your proposal.
I am looking for a proficient Excel expert to design an Audit Tracker for me. This tracker will manage and monitor up to 50 separate audits. The tool should be capable of tracking both corrective and preventative actions as statistics. It should also present a live stats dashboard that displays the progress of all audits, current outstanding audits, and their respective progress. Key requirements: - The tracker should be able to identify and reflect audit trends for the year as audits are added. - The dashboard should include visuals primarily in the form of bar charts. - Additional information to be displayed on the dashboard includes: audit completion rate, monthly audit trends, and audit compliance scores. Ideal skills for this project: - Advanced Excel skills, including knowledge of ...
I'm seeking a talented Python expert with a strong background in data analysis for a project linked with my school and IIT Madras. Key Responsibilities: - Analyze datasets provided by the school using Python. - Apply appropriate data analysis techniques to extract meaningful insights. Ideal Skills: - Proficient in Python, particularly in libraries used for data analysis such as Pandas, NumPy, and Matplotlib. - Experience in working with various types of data, particularly numerical data. - Strong analytical skills with the ability to interpret and present data findings effectively. Please note that the data to be analyzed will be provided by the school. Previous experience with educational datasets would be an advantage but is not a requirement. Your ability to work independently ...
I'm looking for a researcher who can collect detailed information on meme coins for me. Your task will primarily involve analyzing data from Dexscreeners, CoinMarketCap, and social media platform Twitter. Key Skills Required: - Proficient in data analysis and research - Familiar with cryptocurrency and meme coins - Capable of interpreting market trends - Good understanding of social media's impact on market trends
Its urgent...I'm preparing for a finance interview and need an advanced Excel sheet that I can use to demonstrate my skills. The Excel sheet should be able to handle budget and forecasting data, and it should include the following features: - Pivot tables and charts: These should be used to summarize and analyze the data efficiently. - Advanced formulas and functions: I need the sheet to incorporate complex calculations to showcase my understanding of Excel. - Data visualization and dashboards: The sheet should be able to present the data visually, making it easier to understand and interpret. The ideal freelancer for this project should have extensive experience in creating sophisticated Excel spreadsheets, particularly for the finance sector. They should be able to create a sheet ...
I'm seeking a skilled data analyst to help me delve into satellite data concerning air pollution. My focus is primarily on particulate matter (PM2.5/PM10), nitrogen oxides (NOx), and sulfur dioxide (SO2). Key Responsibilities: - Analyze satellite data to identify trends and patterns in specific pollutants. - Provide insights into the implications of the data on air quality and public health. Ideal Skills and Experience: - Proficient in data analysis, particularly with environmental data. - Experience with satellite data is a significant plus. - Strong understanding of air pollution and its health impacts. - Excellent communication skills to present findings in an accessible manner.
I'm looking for an expert to conduct a systematic review focusing on Treatment and Therapies within the Medical and Health field. The review should specifically include Clinical trial reports as sources. Ideal Skills: - Expertise in Medical and Health research - Proficiency in systematic review methodologies - Familiarity with analyzing Clinical trial reports Experience: - Previous work with systematic reviews in Treatment and Therapies - Proven track record of conducting comprehensive literature reviews - Experience in extracting and synthesizing data from Clinical trial reports
I'm seeking data analyst interns to help examine customer behavior through descriptive analysis. The interns will primarily work with data analytic software. Ideal Skills and Experience: - Proficiency in data analytic software - Experience with descriptive analysis - Understanding of customer behavior patterns - Previous internship or work in data analysis preferred - Strong attention to detail
I'm seeking a skilled Excel expert to troubleshoot and repair my complex Excel workbook. The issues primarily pertain to intricate multi-step formulas affecting the entire workbook. Post-repair, I would appreciate a detailed walkthrough of the fixes implemented. Ideal Skills and Experience: - Proficient in Microsoft Excel, particularly complex multi-step formulas - Strong troubleshooting and problem-solving skills - Excellent communication skills for clear explanations
Hello, I am looking Freelancers job in python. do u have any post requirements in your company. Thank You
I'm seeking a freelancer skilled in data analysis to help me prepare for an upcoming viva. The tasks will involve: - Data cleaning and preprocessing - Creating dashboards and visualizations - Running complex queries and reporting Proficiency in the following tools is essential: - Excel - Power BI - SQL Experience in these areas is crucial, as I need to demonstrate a solid understanding of advanced data analysis techniques during my viva. I look forward to working with someone who can help me master these skills and improve my chances of success.
I am looking for a professional experienced in implementing AI assistants using OpenAI to develop an assistant capable of handling specific queries on a specialized topic. The project requires custom training (fine-tuning) of the model using books and other key materials related to the subject. The assistant will be deployed and used directly within the OpenAI platform, so no additional interface development is required. The goal is to create a highly accurate assistant that bases its responses exclusively on the provided information. 1.-Content Management: Process and organize materials (books, documents, guidelines) into a format suitable for training the model (fine-tuning). Ensure the content is structured to produce accurate and reliable responses. 2.-Model Training: Configure and ...
Freelance Stock Analyst Location: Remote Engagement Type: Project-Based/Hourly About the Role We are looking for a detail-oriented freelance stock analyst to assist with equity research and analysis based on specific criteria. You’ll act as the execution arm for a strategy-driven process, following step-by-step instructions provided by me to identify, filter, and evaluate stocks using various tools and resources. What You’ll Do • Conduct equity research based on criteria and strategies I provide. • Use tools like Bloomberg, Yahoo Finance, TradingView, or any specified platforms for data gathering and analysis. • Compile reports and summaries of your findings. • Generate charts, graphs, or data visualizations as needed. • Maintain organized docu...
I'm in need of an Excel expert to create a dashboard that links information from 2-4 external workbooks. The external workbooks contain data related to tracking our key performance indicators (KPIs), specifically focusing on operational efficiency. Key Requirements: - Link 2-4 external workbooks to a central Excel dashboard - The external workbooks contain data on production output and employee productivity Ideal Skills: - Proficient in Excel, particularly in creating dashboards and linking workbooks - Experience with KPI tracking and understanding of operational efficiency metrics - Attention to detail to ensure accuracy in data representation and tracking This project will enable us to effectively monitor our operational efficiency, providing us with insights necessary for making...
I'm in need of a spreadsheet that can automatically generate graphs from my inputted financial data. This is essential for my internal reporting. The spreadsheet should: - Accept various forms of financial data input - Automatically generate pie charts, line graphs, and bar charts The ideal freelancer for this job should have a strong understanding of finance, spreadsheet software (like Excel or Google Sheets), and data visualization. Please provide examples of similar projects you've completed.
Get your product into the hands of test users and you'll walk away with valuable insights that could make the difference between success and failure.
Learn how to hire and collaborate with a freelance Typeform Specialist to create impactful forms for your business.