Once you have your systematic literature review (SLR) data neatly organized in a table, the next academic hurdle is writing the problem statement. Many postgraduate researchers struggle here because they write pages of background information without ever defining a clear “problem.” To solve this, we use a simple, powerful academic blueprint: the SPG structure. By teaching this concept to your AI assistant using the R-G-T-F-C prompting framework, you can generate a rigorous, defense-ready problem statement in seconds.
What is the SPG structure?
The SPG structure is the gold standard for structuring introductory arguments in high-impact academic writing. It forces you to move logically from what is known to what is missing, and finally, to why it matters.
🟢 1. Situation (The Status Quo)
- The Focus: What does the existing literature currently agree on?
- The Source Data: In your SLR table, this is represented by the established trends, common methodologies, and widely accepted facts across the studies.
- The Reader’s Mindset: “Okay, I understand the current landscape of this topic.”
🟡 2. Problem (The Gap or Paradox)
- The Focus: What is missing, contradictory, or unresolved? This is the “pivot” of your thesis, usually introduced with words like “However…” or “Despite this…”
- The Source Data: In your SLR table, this comes from the “Limitations,” “Conflicting Findings,” or “Gaps” columns.
- The Reader’s Mindset: “Ah, I see. There is a critical blind spot or debate that needs resolving.”
🔵 3. Goal (The Significance / “So What?”)
- The Focus: Why does solving this problem matter? What are the consequences if we leave this gap unaddressed, and what is the ultimate objective of your proposed study?
- The Source Data: This aligns with your thesis objectives and the real-world or theoretical impact of your work.
- The Reader’s Mindset: “This is a highly important study. I see exactly why this research must be done.”
Automating SPG with the R-G-T-F-C Prompt
Now that you understand the concept, you can program NotebookLM to apply the SPG structure directly to your extracted SLR table.
By using the R-G-T-F-C framework, we ensure the AI doesn’t hallucinate or write conversational “fluff.” It stays strictly bound to your literature data.
Copy and paste this exact prompt into NotebookLM right after generating your data table:
[ROLE]
Act as an expert academic writing mentor and senior editor for high-impact, peer-reviewed journals.
[GOAL]
The goal is to draft a compelling, logically sound, and highly rigorous Academic Problem Statement that a postgraduate student can insert directly into Chapter 1 of their thesis to justify their research.
[TASK]
Your task is to analyze the data table we generated in our previous turn. Identify the core limitations, conflicting findings, or empirical blind spots across those studies, and synthesize them into a cohesive three-paragraph problem statement.
[FORMAT]
Format the output into three distinct, labeled paragraphs strictly using the SPG Structure:
- Situation (Current State): Synthesize what the literature in the table currently agrees on.
- Problem (The Gap): Define the exact conflict, unresolved debate, or missing variable identified in the table.
- Goal (The Significance): Explain why this gap matters and what the academic or practical consequences are if we do not address it.
[CONSTRAINT]
You must rely strictly on the empirical evidence, variables, and contradictions present in our generated table. Do not introduce speculative or outside academic concepts. Keep the tone formal, objective, and authoritative. Omit all conversational AI preambles or postscripts (e.g., do not say “Sure, here is your problem statement”).
Why This Combined Approach is a Game-Changer
When you feed NotebookLM your SLR table and apply this prompt, the tool doesn’t just write a generic essay. Because it is source-grounded, it will pull the exact methodological limits, conflicting sample sizes, or clashing variables from your table to build the “Problem” section.
The result? A highly specific, data-backed problem statement that proves to your supervisor (and examiners) that your thesis is built on a rock-solid foundation.
