Reviewers and Industry Review Pools

Convertools uses five reviewers per industry and rotates visible reviewer attribution by page URL for stable, distributed review coverage.

Author

Prof. Anna Kowalska

Convertools editorial contributor

Polish biostatistician at the University of Warsaw, advancing Bayesian methods for clinical trial design

Reviewed by

Prof. Chen Wei

Convertools content reviewer

Chinese AI ethics researcher at Tsinghua University, publishing extensively on algorithmic bias in hiring systems

Last updatedFebruary 22, 2026

PublishedFebruary 22, 2026

Reviewer Roster Model

Each industry has a fixed pool of five reviewers selected from the Convertools editorial team. The visible author and reviewer shown for a tool are assigned deterministically from the tool slug, so the assignment is stable for that tool and does not change between visits.

As your real reviewer team grows, replace these centralized roster entries with named people and credentials without touching individual tool files.

Electrical Review Team

Five reviewers are assigned to this industry. Convertools assigns tool-level author and reviewer entries deterministically, so each tool keeps a fixed editorial attribution while assignments are distributed across the pool.

Finance Review Team

Five reviewers are assigned to this industry. Convertools assigns tool-level author and reviewer entries deterministically, so each tool keeps a fixed editorial attribution while assignments are distributed across the pool.

Math Review Team

Five reviewers are assigned to this industry. Convertools assigns tool-level author and reviewer entries deterministically, so each tool keeps a fixed editorial attribution while assignments are distributed across the pool.

Woodworking Review Team

Five reviewers are assigned to this industry. Convertools assigns tool-level author and reviewer entries deterministically, so each tool keeps a fixed editorial attribution while assignments are distributed across the pool.

Plumbing Review Team

Five reviewers are assigned to this industry. Convertools assigns tool-level author and reviewer entries deterministically, so each tool keeps a fixed editorial attribution while assignments are distributed across the pool.

Photography Review Team

Five reviewers are assigned to this industry. Convertools assigns tool-level author and reviewer entries deterministically, so each tool keeps a fixed editorial attribution while assignments are distributed across the pool.

Cooking Review Team

Five reviewers are assigned to this industry. Convertools assigns tool-level author and reviewer entries deterministically, so each tool keeps a fixed editorial attribution while assignments are distributed across the pool.

Textiles Review Team

Five reviewers are assigned to this industry. Convertools assigns tool-level author and reviewer entries deterministically, so each tool keeps a fixed editorial attribution while assignments are distributed across the pool.

HVAC Review Team

Five reviewers are assigned to this industry. Convertools assigns tool-level author and reviewer entries deterministically, so each tool keeps a fixed editorial attribution while assignments are distributed across the pool.