Good-Natured Statistics Screen Reader Version

Welcome to the screen reader version of Good-Natured Statistics. This page is designed to provide a clear, accessible, text-based overview of the website’s main content, services, process, and information for visitors who prefer a simplified reading experience.

Good-Natured Statistics provides professional statistical consulting, graduate support, qualitative and quantitative analysis, and research guidance for students, researchers, and businesses. The goal is to make data easier to understand, easier to communicate, and more useful for practical decisions.

Site Overview

This website presents information about statistical consulting services offered by Ann Weaver through Good-Natured Statistics. Services include help with quantitative analysis, qualitative analysis, mixed methods support, graduate-level research guidance, results interpretation, and final defense preparation. The site also includes background information about Ann Weaver, the consulting process, and the unique connection between this work and long-term dolphin research in Florida.

About Good-Natured Statistics

Good-Natured Statistics is both a company and a lifestyle built around the belief that data analysis can be clear, useful, and approachable. The work is designed to help people turn confusing databases, research findings, and complicated results into understandable conclusions and practical direction.

Good-Natured Statistics offers expert statistical consulting for graduate students, researchers, and businesses. Support is available for those who need help understanding data, selecting the right analysis, organizing results, and communicating findings with confidence.

The work is professional, discreet, and encouraging. Rather than making statistics feel more intimidating, the focus is on helping clients feel more informed, more prepared, and more confident in the decisions they make based on their data.

About Ann Weaver

Ann Weaver is a biostatistician and experienced statistical consultant who provides high-level support for a wide range of research and data analysis projects. She offers consulting for businesses, graduate students, and researchers who need meaningful insights from complex data.

In addition to consulting, Ann Weaver is the principal investigator of a 20-year study of free-ranging bottlenose dolphins in the waters off St. Petersburg, Florida. Her research examines dolphin behavior before, during, and after major coastal construction, explores remarkable cultural behaviors among dolphins, and studies how dolphins heal serious wounds, often from shark bites, without medical intervention.

This consulting work supports that broader research mission. In that sense, each client relationship contributes not only to better analysis and decision-making, but also to meaningful long-term dolphin research and conservation awareness.

The Win-Win-Win Philosophy

Good-Natured Statistics is built on a win-win-win philosophy. The client receives exceptional analysis and support at a competitive cost. The consulting relationship itself is designed to be positive, clear, and harmonious. At the same time, the dolphin research supported through this work continues to grow and contribute to conservation and public respect for these extraordinary animals.

This model has supported more than 12 successful years of business and reflects the values behind the company: professional excellence, respectful collaboration, and meaningful impact.

Services

Quantitative Analysis

Quantitative analysis focuses on the numerical side of research and decision-making. This includes organizing data, selecting appropriate statistical methods, comparing groups, testing relationships, interpreting outputs, and presenting conclusions clearly.

Good-Natured Statistics helps clients navigate concepts such as descriptive statistics, significance testing, p-values, statistical inference, and other common methods that often feel more complicated than they need to be. The goal is to help clients understand not only what the numbers say, but what they mean in practical terms.

Quantitative support is useful for academic research, dissertations, business analysis, surveys, program evaluation, and many other projects where numbers need to be turned into clear answers.

Qualitative Analysis

Qualitative analysis focuses on narrative and text-based information such as interviews, open-ended survey responses, written reflections, observations, and similar forms of data. This work often involves coding the data and organizing those codes into meaningful themes.

A helpful way to think about qualitative analysis is like assembling a puzzle. Each code represents a piece of information. As those pieces are carefully reviewed and grouped, broader themes and patterns begin to emerge. Good-Natured Statistics helps bring order and clarity to this process while preserving the richness of the original information.

Qualitative analysis is especially useful for research that seeks to understand experience, meaning, perception, behavior, and context.

Mixed Methods Support

Some projects combine both numerical and narrative data. Mixed methods support helps bring these two approaches together into one cohesive analysis. This can provide a more complete picture by pairing measurable outcomes with deeper contextual understanding.

Good-Natured Statistics helps organize both sides of the work so that findings feel balanced, well-integrated, and easier to explain.

Graduate Support

Graduate students often need more than help with statistical tests alone. They may need support refining research questions, strengthening study design, preparing for data collection, understanding results, writing findings, and preparing for a final defense. Good-Natured Statistics offers graduate support across the full process.

This support is designed for students working on theses, dissertations, capstones, and major research projects. The aim is to reduce confusion, lower stress, and help students better understand their work from beginning to end.

Support Before Data Collection

In many cases, support begins before any data has been collected. This may include refining research questions, improving the clarity of a study design, developing a more analyzable survey, identifying stronger data collection strategies, or making sure the project is structured in a way that supports meaningful results later.

Early guidance can make a significant difference in the overall quality, clarity, and usefulness of a project.

Support After Data Collection

Once data has been collected, Good-Natured Statistics provides analysis, interpretation, and results support. This includes identifying the most important findings, writing clear results sections, helping frame the discussion, and preparing formatted copy that can be used in a thesis, dissertation, publication, or report.

The goal is not just to provide a final answer, but to make sure the client understands the findings and knows how to communicate them effectively.

Defense Preparation

Graduate students may also receive final defense preparation. Before beginning statistical consulting more than 12 years ago, Ann Weaver served as a professor and dean of statistics and research. She also served on 83 dissertation committees, all of which resulted in successful graduates.

This experience provides valuable insight into the types of questions that often arise during a defense. Support may include practicing likely questions, identifying strong talking points for conclusions and discussion, and preparing students to explain their methods and findings with confidence.

The Process

The consulting process begins with a free consultation to determine whether the project and the client are a good fit. If both parties agree to move forward, an invoice is provided listing the recommended services and proposed fee.

Once the invoice is accepted, a paid good faith deposit places the client in line behind current projects. For most projects, once work begins, a review copy is provided within 7 to 10 working days.

After the client reviews the work and approves it by paying the remaining balance, final formatted copy is delivered for inclusion in a dissertation, publication, report, or other project. PowerPoint slides of the results are also included.

The process concludes with a 2-hour review meeting to thoroughly explain the results, answer questions, and help the client fully understand the findings.

Why Clients Choose Good-Natured Statistics

Clients choose Good-Natured Statistics because the support is professional, approachable, and grounded in real academic and research experience. Rather than offering one-size-fits-all analysis, the work is tailored to the project and explained in a way that helps clients learn from the process.

Clients benefit from expert-level analysis, practical guidance, and a consulting relationship that values clarity, discretion, and respect. This makes the service especially helpful for graduate students, independent researchers, and professionals who want both strong results and a better understanding of what those results mean.

Who This Work Helps

Good-Natured Statistics serves a range of clients, including graduate students, researchers, academic professionals, organizations, and businesses. Some clients need full data analysis and results write-up support. Others need help making decisions earlier in the process, such as improving a survey or refining a research question. Still others need help preparing to present and defend their findings.

Whatever the topic, the core goal remains the same: turning difficult data into clear answers and useful direction.

Discounts

Discounts are available for members of the military and law enforcement.

Additional Research Connection

Ann Weaver’s dolphin research is an important part of the identity behind Good-Natured Statistics. Visitors who would like to learn more about that side of the work may explore DolphinsDigital.org for additional information about the dolphin research mission and related projects.

Contact and Next Steps

Visitors interested in statistical consulting, graduate support, research guidance, or project analysis are encouraged to reach out through the website’s contact options to request a free consultation. The first conversation helps determine the scope of the project, whether the work is a good fit, and what next steps would be most useful.

Accessibility Support

Good-Natured Statistics is committed to providing an accessible online experience for all visitors. This screen reader version is intended to offer a simplified and readable presentation of the website’s core content for those who prefer a more text-focused format.

To learn more about website accessibility support and ADA-conscious web practices, please visit:

https://livewiregeeks.com/get-ada-compliant/