Is this the same as the Idea Database?

No. Research & PhD is an academic catalog only. Projects are tagged PhD/research and do not appear in the main Idea Database.

How do industry filters work?

Click a subject chip under By industry / subject to show only projects in that vertical. Use All or Clear filter to reset.

Who are these projects for?

PhD candidates, supervisors, and graduate labs looking for bounded research directions with methods, difficulty, and industry context.

What does Advanced or deep-tech mean here?

Estimated research difficulty and resource intensity — not a business valuation. Deep-tech projects typically need longer timelines and specialized skills.

Research & PhD projects

Academic research directions across industries. Separate from the main Idea Database.

AdvancedPhD / Research

PhD research: predictive maintenance in manufacturing science via large-scale empirical analysis acr

Academic research project in manufacturing science on predictive maintenance. Suitable for PhD or ad

industrial-manufacturing

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AdvancedPhD / Research

PhD research: contract risk modeling in law and technology via mixed-methods study in low-resource s

Academic research project in law and technology on contract risk modeling. Suitable for PhD or advan

legaltech

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AdvancedPhD / Research

PhD research: contract risk modeling in law and technology via mixed-methods study with fairness con

Academic research project in law and technology on contract risk modeling. Suitable for PhD or advan

legaltech

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AdvancedPhD / Research

PhD research: contract risk modeling in law and technology via mixed-methods study under data scarci

Academic research project in law and technology on contract risk modeling. Suitable for PhD or advan

legaltech

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AdvancedPhD / Research

PhD research: contract risk modeling in law and technology via mixed-methods study with human oversi

Academic research project in law and technology on contract risk modeling. Suitable for PhD or advan

legaltech

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AdvancedPhD / Research

PhD research: contract risk modeling in law and technology via mixed-methods study for public-sector

Academic research project in law and technology on contract risk modeling. Suitable for PhD or advan

legaltech

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AdvancedPhD / Research

PhD research: contract risk modeling in law and technology via mixed-methods study across multilingu

Academic research project in law and technology on contract risk modeling. Suitable for PhD or advan

legaltech

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AdvancedPhD / Research

PhD research: contract risk modeling in law and technology via mixed-methods study using open datase

Academic research project in law and technology on contract risk modeling. Suitable for PhD or advan

legaltech

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AdvancedPhD / Research

PhD research: contract risk modeling in law and technology via mixed-methods study with reproducibil

Academic research project in law and technology on contract risk modeling. Suitable for PhD or advan

legaltech

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AdvancedPhD / Research

PhD research: contract risk modeling in law and technology via mixed-methods study in emerging marke

Academic research project in law and technology on contract risk modeling. Suitable for PhD or advan

legaltech

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AdvancedPhD / Research

PhD research: contract risk modeling in law and technology via mixed-methods study with privacy budg

Academic research project in law and technology on contract risk modeling. Suitable for PhD or advan

legaltech

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AdvancedPhD / Research

PhD research: contract risk modeling in law and technology via mixed-methods study using multimodal

Academic research project in law and technology on contract risk modeling. Suitable for PhD or advan

legaltech

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AdvancedPhD / Research

PhD research: contract risk modeling in law and technology via mixed-methods study with uncertainty

Academic research project in law and technology on contract risk modeling. Suitable for PhD or advan

legaltech

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AdvancedPhD / Research

PhD research: contract risk modeling in law and technology via mixed-methods study for longitudinal

Academic research project in law and technology on contract risk modeling. Suitable for PhD or advan

legaltech

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AdvancedPhD / Research

PhD research: contract risk modeling in law and technology via mixed-methods study across demographi

Academic research project in law and technology on contract risk modeling. Suitable for PhD or advan

legaltech

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AdvancedPhD / Research

PhD research: contract risk modeling in law and technology via mixed-methods study with energy-effic

Academic research project in law and technology on contract risk modeling. Suitable for PhD or advan

legaltech

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AdvancedPhD / Research

PhD research: contract risk modeling in law and technology via large-scale empirical analysis in low

Academic research project in law and technology on contract risk modeling. Suitable for PhD or advan

legaltech

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AdvancedPhD / Research

PhD research: contract risk modeling in law and technology via large-scale empirical analysis under

Academic research project in law and technology on contract risk modeling. Suitable for PhD or advan

legaltech

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AdvancedPhD / Research

PhD research: contract risk modeling in law and technology via large-scale empirical analysis for pu

Academic research project in law and technology on contract risk modeling. Suitable for PhD or advan

legaltech

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AdvancedPhD / Research

PhD research: contract risk modeling in law and technology via large-scale empirical analysis across

Academic research project in law and technology on contract risk modeling. Suitable for PhD or advan

legaltech

Open idea →Request roadmap

AdvancedPhD / Research