Virtual advisor

Virtual advisor has been studied in 2 papers since 2025: 1 trial and 1 observational study in people; 1 in the past year. The newest paper, Mar 16, 2026: “Neighborhood context shapes physical activity intervention outcomes: a comparison of human vs. virtual advisors”.

Intervention

2 papers study it2 findingsUpdated

See all 2 papers on virtual advisor

At a glance

The findings reach people, from one lab or study. 1 lab in 1 country.

“higher HPI scores were also associated with greater average gains in walking (β = 2.17; P =.048) and MVPA (β = 2.01; P =.027) in models coded with Carmen as the reference arm”
Neighborhood context shapes physical activity intervention outcomes: a comparison of human vs. virtual advisorsBMC public health2026doi:10.1186/s12889-026-26885-5

None of its findings points the other way.

Humans: a single group. Cells, worms or flies and mice: nothing yet.
  • 1 lab in 1 country
  • Funders: National Cancer Institute and 6 more
  • Human trial1
  • Humans1

Studies in people

1 study gave virtual advisor to people and measured what changed.

What changedDesignPeopleSource

up: Improves physical activity

Randomized trial12 months245 peopleBothmean age = 62.3 yearsMidlife adults; Older adults; higher-HPI neighborhoodsBMC public health, Mar 16, 2026

What did studies of virtual advisor find?

1

Studies of virtual advisor measured 1 outcome; the most studied are physical activity (1 study).

Physical activity

upin humans1

1 study
  1. Virtual advisor improves physical activity in humans (higher-HPI neighborhoods).

    “These findings indicated that the human advisor was comparatively more effective in lower-HPI neighborhoods, whereas the virtual advisor produced stronger improvements in higher-HPI neighborhoods.”

    Human trialhigher-HPI neighborhoods12 monthsn = 245

    Neighborhood context shapes physical activity intervention outcomes: a comparison of human vs. virtual advisors

    BMC public health

What is virtual advisor linked with?

1

Studies link virtual advisor with 1 measure, most often walking (1 study).

Walking

upin humans1

1 study
  1. Virtual advisor is associated with walking in humans with virtual advisor as reference (β = 2.17).

    “higher HPI scores were also associated with greater average gains in walking (β = 2.17; P =.048) and MVPA (β = 2.01; P =.027) in models coded with Carmen as the reference arm”

    Human trialwith virtual advisor as reference12 monthsn = 245

    Neighborhood context shapes physical activity intervention outcomes: a comparison of human vs. virtual advisors

    BMC public health

Latest

Dec 2025: 0Jan 2026: 0Feb 2026: 0Mar 2026: 1Apr 2026: 0May 2026: 0Jun 2026: 0Jul 2026: 0Aug 2026: 0Sep 2026: 0Oct 2026: 0Nov 2026: 01 paper in 12 months