Multiple systems estimation for modern slavery: robustness of list omission and combination
Multiple systems estimation for modern slavery: robustness of list omission and combination
Performing censuses on stigmatised or vulnerable populations is challenging,
however, for such populations partial enumeration is often possible using different
lists or sources. If the sources overlap then multiple systems estimation (MSE) methods can be applied to obtain an estimate of the total population. These are typically expressed by a log-linear model which permits positive/negative dependencies between lists. This paper considers issues that arise for the application of MSE to modern slavery where there is little to no overlap of individuals across lists. We investigate the robustness of MSE in terms of the importance of each list and the impact of combining lists on the estimation process. We undertake a simulation study and consider real national modern slavery data from the UK and Romania.
Far, Serveh Sharifi
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King, Ruth
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Bird, Sheila
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Overstall, Antony
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Worthington, Hannah
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Jewell, Nicholas
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Far, Serveh Sharifi
cab18ebf-b42f-42a0-bf8e-db0bc1df0454
King, Ruth
cafda765-51ec-4a01-8560-aacbdfb70334
Bird, Sheila
41cceac3-4dd3-4bf3-9faa-89fe223de976
Overstall, Antony
c1d6c8bd-1c5f-49ee-a845-ec9ec7b20910
Worthington, Hannah
fc3db157-3e67-42dd-a1d8-689171e2525f
Jewell, Nicholas
1c9e1ede-ff70-46c6-935e-7dd8012956d4
Far, Serveh Sharifi, King, Ruth, Bird, Sheila, Overstall, Antony, Worthington, Hannah and Jewell, Nicholas
(2020)
Multiple systems estimation for modern slavery: robustness of list omission and combination.
Crime and Delinquency.
(In Press)
Abstract
Performing censuses on stigmatised or vulnerable populations is challenging,
however, for such populations partial enumeration is often possible using different
lists or sources. If the sources overlap then multiple systems estimation (MSE) methods can be applied to obtain an estimate of the total population. These are typically expressed by a log-linear model which permits positive/negative dependencies between lists. This paper considers issues that arise for the application of MSE to modern slavery where there is little to no overlap of individuals across lists. We investigate the robustness of MSE in terms of the importance of each list and the impact of combining lists on the estimation process. We undertake a simulation study and consider real national modern slavery data from the UK and Romania.
Text
MSE_list_robustness
- Accepted Manuscript
More information
Accepted/In Press date: 22 July 2020
Identifiers
Local EPrints ID: 443239
URI: http://eprints.soton.ac.uk/id/eprint/443239
ISSN: 0011-1287
PURE UUID: 209c813e-2e76-4ce4-9eb2-4ab55cff7174
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Date deposited: 18 Aug 2020 16:31
Last modified: 17 Mar 2024 03:09
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Contributors
Author:
Serveh Sharifi Far
Author:
Ruth King
Author:
Sheila Bird
Author:
Hannah Worthington
Author:
Nicholas Jewell
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