Choosing the right research guide or mentor is one of the most important decisions in an academic career. Yet, most existing metrics—such as h-index, total citations, or global rankings—do not answer the question early‑career researchers actually care about:
Does this researcher prioritise quantity or quality, and does that align with my working style and goals?
To address this gap, we built The Research Mind App—a free, web‑based platform designed to help researchers find mentors whose research philosophy matches their personal preference for quality vs quantity.
You can access the live application here:
What Is The Research Mind?
The Research Mind is a multi‑dimensional framework for evaluating researchers beyond traditional citation metrics. Instead of asking “Who is ranked highest?”, it asks a more practical question:
What kind of research environment will I be entering if I work with this person?
The framework is especially useful for:
- PhD applicants choosing supervisors
- Master’s students looking for research guides
- Early‑career researchers evaluating postdoc mentors
- Anyone trying to understand research culture, expectations, and integrity
The Core Idea: Quality vs Quantity
Different researchers succeed in very different ways:
- Some publish many papers per year, creating high‑pressure, fast‑moving environments
- Others publish fewer but highly impactful papers, focusing on depth and rigor
- Many fall somewhere in between
The Research Mind makes these differences visible and measurable.
Key Metrics Used in the App
The app is built around a set of carefully designed metrics that reveal research behaviour, not just reputation.
1. S‑Score (Productivity / Quantity)
The S‑Score measures how productive a researcher or their group is.
In simple terms, it answers:
- How many first‑author papers are produced per year (on average) over the most productive 3‑year period?
Interpretation:
- High S‑Score → fast‑paced, high‑output research culture
- Low S‑Score → slower, more deliberate research style
This helps students understand the publication pressure they might face.
2. Q‑Score (Quality / Impact)
The Q‑Score measures research quality using median citation impact (excluding self‑citations).
It answers:
- How impactful are a researcher’s main contributions when judged by the wider community?
Interpretation:
- High Q‑Score → fewer but highly influential papers
- Lower Q‑Score → moderate impact per paper
This metric highlights researchers who prioritise depth, originality, and rigor.
3. Self‑Citation & Network Integrity Metrics
To promote transparency and research integrity, the app also shows:
- Self‑Citation % – how often a researcher cites their own work
- Network Self‑Citation % – citations coming mainly from close collaborators
Unusually high values may indicate inflated metrics or closed research ecosystems.
4. Network Productivity & Culture
The Research Mind does not stop at individuals.
Interactive network visualisations show:
- Who collaborates with whom
- Productivity levels inside the research group
- Whether high publication pressure is normalised across the network
This is crucial because research culture is rarely isolated to one person.
How to Use the App
Step 1: Search a Researcher
You can search by:
- Researcher name
- OpenAlex ID (for precise identification)
Filters help you distinguish between similar names and ORCID‑verified profiles.
Step 2: Explore the Researcher Dashboard
Each researcher has a clear dashboard showing:
- S‑Score (quantity)
- Q‑Score (quality)
- Adjusted composite scores
- Self‑citation indicators
At a glance, you can tell whether the researcher leans toward:
- High‑output environments
- High‑quality, low‑volume research
- Balanced approaches
Step 3: Examine the Network and Publications
Dive deeper by:
- Exploring co‑author networks
- Reviewing yearly publication patterns
- Checking first‑author vs last‑author trends
This allows you to assess real expectations, not just reputation.
Who Should Use The Research Mind?
The app is particularly useful if you:
- Feel anxious about “publish or perish” culture
- Want to avoid unrealistic publication expectations
- Prefer quality‑driven research over paper counts
- Want a mentor whose working style matches your strengths
Instead of relying on rankings alone, you can make evidence‑based mentorship decisions.
Why We Built This
Traditional metrics were designed for ranking institutions and senior researchers—not for helping students choose mentors.
The Research Mind was built to:
- Increase transparency in academic culture
- Reduce mismatch between students and supervisors
- Encourage sustainable and ethical research practices
Our goal is not to label researchers as “good” or “bad”, but to provide clarity.
Try It Yourself
The Research Mind App is freely available and requires no login.
👉 Launch the app:
We encourage students, researchers, and institutions to explore it and use it as a complement, not a replacement, to traditional evaluation methods.
Feedback and Future Development
The Research Mind is an evolving project. Future versions will include:
- Field‑normalised comparisons
- Improved visualisations
- Additional integrity and collaboration indicators
Your feedback will help shape its direction. Contact Us.
The Research Mind – helping researchers choose mentors who match their values, pace, and ambitions.

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