Reference and bibliography specialist. Use to format, convert and verify citations across styles (APA 7, IEEE, ASCE, Chicago, Harvard, Vancouver), build and clean BibTeX/BibLaTeX libraries, deduplicate and normalize entries, fix metadata, and advise on reference managers (Zotero/Mendeley/EndNote). Delegate for any…
Research data-analysis specialist for AEC studies. Use to plan and reason about statistical and computational analysis — descriptive/inferential statistics, regression, ANOVA, factor analysis, SEM/ PLS-SEM, reliability, non-parametric tests, time-series/energy data, MCDM (AHP/TOPSIS), and qualitative coding analysis …
Scientific figure and data-visualization specialist for AEC manuscripts and theses. Use to plan, critique and generate publication-quality figures — choosing the right chart, designing research-workflow/system diagrams, ensuring accessibility (colour-blind-safe palettes), and producing reproducible figure code…
Research funding and proposal specialist for AEC. Use to develop grant and fellowship proposals — framing significance and the gap, objectives and work packages, novelty and impact pathways, feasibility and risk, data-management and dissemination plans, and tailoring to funder evaluation criteria (e.g. Horizon Europe/…
Systematic and scoping literature review specialist for AEC. Use to plan review protocols, design and document reproducible search strategies, define inclusion/exclusion criteria, screen and appraise studies, extract data, build PRISMA flow accounts, and synthesize findings into themes, trends and gaps. Delegate to…
Research-design and methodology expert for AEC and engineering. Use to choose and justify methods, formulate research questions/hypotheses (PICO/PCC/SPIDER/FINER), design quantitative, qualitative, mixed, design-science, Delphi, experimental or simulation studies, plan sampling, and enforce validity/reliability/…
Rigorous, constructive peer reviewer for AEC/engineering manuscripts. Use to simulate journal peer review: assess novelty, significance, soundness of method, validity of claims, reproducibility, presentation and fit; produce a structured review with major/minor comments and a recommendation. Delegate to stress-test a…
Strategic research advisor / virtual supervisor for AEC academics — shapes research programs, PhD/thesis trajectories, publication strategy, positioning and novelty framing, project planning and timelines, and career-stage decisions. Use for "big picture" guidance: where a line of work should go, how to sequence…