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What incentives encourage local communities to collect and upload mosquito sound data by using smartphones? A mixed methods study in Tanzania

What incentives encourage local communities to collect and upload mosquito sound data by using smartphones? A mixed methods study in Tanzania
What incentives encourage local communities to collect and upload mosquito sound data by using smartphones? A mixed methods study in Tanzania
Background
To detect and identify mosquitoes using their characteristic high-pitched sound, we have developed a smartphone application, known as the ‘HumBug sensor’, that records the acoustic signature of this sound, along with the time and location. This data is then sent remotely to a server where algorithms identify the species according to their distinctive acoustic signature. Whilst this system works well, a key question that remains is what mechanisms will lead to effective uptake and use of this mosquito survey tool? We addressed this question by working with local communities in rural Tanzania and providing three alternative incentives: money only, short message service (SMS) reminders and money, and SMS reminders only. We also had a control group with no incentive.

Methods
A multi-site, quantitative empirical study was conducted in four villages in Tanzania from April to August 2021. Consenting participants (n = 148) were recruited and placed into one of the three intervention arms: monetary incentives only; SMS reminders with monetary incentives; and SMS reminders only. There was also a control group (no intervention). To test effectiveness of the mechanisms, the number of audio uploads to the server of the four trial groups on their specific dates were compared. Qualitative focus group discussions and feedback surveys were also conducted to explore participants’ perspectives on their participation in the study and to capture their experiences of using the HumBug sensor.

Results
Qualitative data analysis revealed that for many participants (37 out of 81), the main motivation expressed was to learn more about the types of mosquitoes present in their houses. Results from the quantitative empirical study indicate that the participants in the ‘control’ group switched on their HumBug sensors more over the 14-week period (8 out of 14 weeks) when compared to those belonging to the ‘SMS reminders and monetary incentives’ trial group. These findings are statistically significant (p < 0.05 or p > 0.95 under a two-sided z-test), revealing that the provision of monetary incentives and sending SMS reminders did not appear to encourage greater number of audio uploads when compared to the control.

Conclusions
Knowledge on the presence of harmful mosquitoes was the strongest motive for local communities to collect and upload mosquito sound data via the HumBug sensor in rural Tanzania. This finding suggests that most efforts should be made to improve flow of real-time information back to the communities on types and risks associated with mosquitoes present in their houses.
2397-0642
Dam, Rinita
d4d3739f-ce86-4dc9-b5cf-7e23ec52396f
Mponzi, Winifrida
4ef714fa-6c74-4ac3-b865-c02dcf9219a9
Msaky, Dickson
77144917-83d6-4a0b-990f-232a7971beaa
Mwandyala, Tumpe
f0d4d027-934d-4ba5-8bbb-41954b5c0b70
Kaindoa, Emmanuel W.
9232cfe2-3d4a-46d2-8218-b6400523f2b1
Sinka, Marianne E.
4f68b602-3d31-4054-8ac7-b49fc9715288
Kiskin, Ivan
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Herreros-Moya, Eva
6cf7a370-1432-412a-8856-487ac0ebc217
Messina, Janey
164ed619-4b64-4388-ade4-d5da9eb9fc09
Shah, Syed Ghulam Sarwar
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Roberts, Stephen
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Willis, Kathy J.
e3a40387-5912-43e5-9744-692a1e560989
Dam, Rinita
d4d3739f-ce86-4dc9-b5cf-7e23ec52396f
Mponzi, Winifrida
4ef714fa-6c74-4ac3-b865-c02dcf9219a9
Msaky, Dickson
77144917-83d6-4a0b-990f-232a7971beaa
Mwandyala, Tumpe
f0d4d027-934d-4ba5-8bbb-41954b5c0b70
Kaindoa, Emmanuel W.
9232cfe2-3d4a-46d2-8218-b6400523f2b1
Sinka, Marianne E.
4f68b602-3d31-4054-8ac7-b49fc9715288
Kiskin, Ivan
7b30dbc4-869d-4234-aace-7190843d4138
Herreros-Moya, Eva
6cf7a370-1432-412a-8856-487ac0ebc217
Messina, Janey
164ed619-4b64-4388-ade4-d5da9eb9fc09
Shah, Syed Ghulam Sarwar
d3ef58cb-ca21-43e2-b789-f4bbf112318b
Roberts, Stephen
90bc8141-acbe-4404-8770-798f318668f3
Willis, Kathy J.
e3a40387-5912-43e5-9744-692a1e560989

Dam, Rinita, Mponzi, Winifrida, Msaky, Dickson, Mwandyala, Tumpe, Kaindoa, Emmanuel W., Sinka, Marianne E., Kiskin, Ivan, Herreros-Moya, Eva, Messina, Janey, Shah, Syed Ghulam Sarwar, Roberts, Stephen and Willis, Kathy J. (2023) What incentives encourage local communities to collect and upload mosquito sound data by using smartphones? A mixed methods study in Tanzania. Global health research and policy, 8 (18). (doi:10.1186/s41256-023-00298-y).

Record type: Article

Abstract

Background
To detect and identify mosquitoes using their characteristic high-pitched sound, we have developed a smartphone application, known as the ‘HumBug sensor’, that records the acoustic signature of this sound, along with the time and location. This data is then sent remotely to a server where algorithms identify the species according to their distinctive acoustic signature. Whilst this system works well, a key question that remains is what mechanisms will lead to effective uptake and use of this mosquito survey tool? We addressed this question by working with local communities in rural Tanzania and providing three alternative incentives: money only, short message service (SMS) reminders and money, and SMS reminders only. We also had a control group with no incentive.

Methods
A multi-site, quantitative empirical study was conducted in four villages in Tanzania from April to August 2021. Consenting participants (n = 148) were recruited and placed into one of the three intervention arms: monetary incentives only; SMS reminders with monetary incentives; and SMS reminders only. There was also a control group (no intervention). To test effectiveness of the mechanisms, the number of audio uploads to the server of the four trial groups on their specific dates were compared. Qualitative focus group discussions and feedback surveys were also conducted to explore participants’ perspectives on their participation in the study and to capture their experiences of using the HumBug sensor.

Results
Qualitative data analysis revealed that for many participants (37 out of 81), the main motivation expressed was to learn more about the types of mosquitoes present in their houses. Results from the quantitative empirical study indicate that the participants in the ‘control’ group switched on their HumBug sensors more over the 14-week period (8 out of 14 weeks) when compared to those belonging to the ‘SMS reminders and monetary incentives’ trial group. These findings are statistically significant (p < 0.05 or p > 0.95 under a two-sided z-test), revealing that the provision of monetary incentives and sending SMS reminders did not appear to encourage greater number of audio uploads when compared to the control.

Conclusions
Knowledge on the presence of harmful mosquitoes was the strongest motive for local communities to collect and upload mosquito sound data via the HumBug sensor in rural Tanzania. This finding suggests that most efforts should be made to improve flow of real-time information back to the communities on types and risks associated with mosquitoes present in their houses.

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More information

Accepted/In Press date: 7 April 2023
Published date: 29 May 2023

Identifiers

Local EPrints ID: 509601
URI: http://eprints.soton.ac.uk/id/eprint/509601
ISSN: 2397-0642
PURE UUID: 38b305aa-e65e-4015-bf57-09ccb7aaea10
ORCID for Rinita Dam: ORCID iD orcid.org/0000-0002-4620-7088

Catalogue record

Date deposited: 26 Feb 2026 17:41
Last modified: 07 Mar 2026 04:29

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Contributors

Author: Rinita Dam ORCID iD
Author: Winifrida Mponzi
Author: Dickson Msaky
Author: Tumpe Mwandyala
Author: Emmanuel W. Kaindoa
Author: Marianne E. Sinka
Author: Ivan Kiskin
Author: Eva Herreros-Moya
Author: Janey Messina
Author: Syed Ghulam Sarwar Shah
Author: Stephen Roberts
Author: Kathy J. Willis

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