Frequently asked questions
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1. What is Human-Assisted Artificial Intelligence (HAAI)?
1. What is Human-Assisted Artificial Intelligence (HAAI)?
Answer: HAAI is the strategic fusion of human clinical expertise and AI’s analytical speed. While AI can process massive datasets instantly, it lacks the contextual understanding of human behavior. Dr. McKnight uses AI to handle the heavy lifting of data processing while applying decades of psychometric expertise to ensure the results are grounded in human reality, not just machine patterns.
2. What does "Parsimonious Research Design" mean for my business?
2. What does "Parsimonious Research Design" mean for my business?
In research, "more" is rarely "better." Parsimony is the art of achieving the most accurate results with the fewest necessary variables. For your business, this means leaner studies, faster turnaround times, and results that are easier to understand and act upon, rather than being buried in "data noise."
3. I have plenty of data; why do I need a research consultant?
3. I have plenty of data; why do I need a research consultant?
Data is a raw resource, not an insight. Many organizations suffer from "Type VI Errors"—where the data they collect doesn't actually answer the strategic questions they ask. We ensure that your research design is mathematically aligned with your business goals, so your data actually solves the problems you intend it to.
4. How does your background in psychometrics benefit consumer behavior analysis?
4. How does your background in psychometrics benefit consumer behavior analysis?
Psychometrics is the science of measuring the unobservable—such as motivation, attitude, and intent. By applying these rigorous psychological measurement standards to consumer data, we can predict why customers act the way they do, rather than just reporting what they did.
5. What industries do you typically serve?
5. What industries do you typically serve?
Our methodologies are industry-agnostic because they are rooted in fundamental human behavior and statistical rigor. We have successfully partnered with legal firms for scientific litigation support, academic institutions for program development, and private corporations for market forecasting and consumer insights.
6. Can you help us fix a research project that is already in progress?
6. Can you help us fix a research project that is already in progress?
Yes. We often perform "Research Audits" to identify structural weaknesses in existing projects. Whether it’s a misalignment in the statistical model or a flaw in the research question, we can pivot the methodology to ensure the final findings are valid and reliable.
7. How does your "Scientific Legal Services" branch differ from standard research?
7. How does your "Scientific Legal Services" branch differ from standard research?
Scientific Legal Services provides specialized quantitative and qualitative analysis specifically for legal contexts. This includes conceptual case strategy preparation, statistical validation of key concepts, and rigorous scientific application to ensure that data meet established reliability and validity standards.
8. What is a "Type VI Error," and why should I care?
8. What is a "Type VI Error," and why should I care?
Type VI Error occurs when a researcher asks the right question but uses the wrong statistical model to answer it (or vice versa). This leads to "hallucinated" insights that look correct on a spreadsheet but fail in the real world. We specialize in eliminating these errors at the design phase.
9. Do you provide the software, or do you provide the analysis?
9. Do you provide the software, or do you provide the analysis?
We provide the Expertise. While we leverage cutting-edge AI and statistical software, our value lies in the human-centered interpretation of the results. We don’t just hand you a dashboard; we provide a strategic roadmap based on what the numbers actually mean for your future.
10. How do we get started on a project with Dr. McKnight?
10. How do we get started on a project with Dr. McKnight?
Every partnership begins with a "Discovery Consultation." We discuss your core objectives and the specific "battles" your organization is facing. From there, we design a custom, parsimonious research framework tailored to your needs—driving insight while simplifying the complexity.
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