A Semiparametric Stochastic Input Distance Frontier Model with Application to the Indonesian Banking Industry
This paper proposes a semiparametric smooth-varying coefficient input distance frontier model with multiple outputs and multiple inputs, panel data, and determinants of technical inefficiency for the Indonesian banking industry during the period 2000 to 2015. The technology parameters are unknown fu...
| Main Authors: | , |
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| Format: | Journal Article |
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Springer Nature
2020
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| Online Access: | http://hdl.handle.net/20.500.11937/82032 |
| _version_ | 1848764460934627328 |
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| author | Salim, Ruhul Sun, Kai |
| author_facet | Salim, Ruhul Sun, Kai |
| author_sort | Salim, Ruhul |
| building | Curtin Institutional Repository |
| collection | Online Access |
| description | This paper proposes a semiparametric smooth-varying coefficient input distance frontier model with multiple outputs and multiple inputs, panel data, and determinants of technical inefficiency for the Indonesian banking industry during the period 2000 to 2015. The technology parameters are unknown functions of a set of environmental factors that shift the input distance frontier non-neutrally. The computationally simple constraint weighted bootstrapping method is employed to impose the regularity constraints on the distance function. As a by-product, total factor productivity (TFP) growth is estimated and decomposed into technical change, scale component, and efficiency change. The distance elasticities, marginal effects of the environmental factors on the distance elasticities, temporal behavior of technical efficiency, and also TFP growth and its components are investigated. |
| first_indexed | 2025-11-14T11:19:43Z |
| format | Journal Article |
| id | curtin-20.500.11937-82032 |
| institution | Curtin University Malaysia |
| institution_category | Local University |
| last_indexed | 2025-11-14T11:19:43Z |
| publishDate | 2020 |
| publisher | Springer Nature |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | curtin-20.500.11937-820322021-12-03T02:56:15Z A Semiparametric Stochastic Input Distance Frontier Model with Application to the Indonesian Banking Industry Salim, Ruhul Sun, Kai 1402 - Applied Economics This paper proposes a semiparametric smooth-varying coefficient input distance frontier model with multiple outputs and multiple inputs, panel data, and determinants of technical inefficiency for the Indonesian banking industry during the period 2000 to 2015. The technology parameters are unknown functions of a set of environmental factors that shift the input distance frontier non-neutrally. The computationally simple constraint weighted bootstrapping method is employed to impose the regularity constraints on the distance function. As a by-product, total factor productivity (TFP) growth is estimated and decomposed into technical change, scale component, and efficiency change. The distance elasticities, marginal effects of the environmental factors on the distance elasticities, temporal behavior of technical efficiency, and also TFP growth and its components are investigated. 2020 Journal Article http://hdl.handle.net/20.500.11937/82032 10.1007/s11123-020-00589-3 Springer Nature fulltext |
| spellingShingle | 1402 - Applied Economics Salim, Ruhul Sun, Kai A Semiparametric Stochastic Input Distance Frontier Model with Application to the Indonesian Banking Industry |
| title | A Semiparametric Stochastic Input Distance Frontier Model with Application to the Indonesian Banking Industry |
| title_full | A Semiparametric Stochastic Input Distance Frontier Model with Application to the Indonesian Banking Industry |
| title_fullStr | A Semiparametric Stochastic Input Distance Frontier Model with Application to the Indonesian Banking Industry |
| title_full_unstemmed | A Semiparametric Stochastic Input Distance Frontier Model with Application to the Indonesian Banking Industry |
| title_short | A Semiparametric Stochastic Input Distance Frontier Model with Application to the Indonesian Banking Industry |
| title_sort | semiparametric stochastic input distance frontier model with application to the indonesian banking industry |
| topic | 1402 - Applied Economics |
| url | http://hdl.handle.net/20.500.11937/82032 |