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The Long-Run Returns to Public Agricultural R&D in South Africa: Evidence from an Updated TFP Series (1950–2023)

Thesis (MSc)--Stellenbosch University, 2026.

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Main Author: Molokoli, Poloko John
Other Authors: Greyling, Jan Christoffel
Format: Thesis
Language:English
Published: Stellenbosch : Stellenbosch University 2026
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access_status_str Open Access
author Molokoli, Poloko John
author2 Greyling, Jan Christoffel
author_browse Greyling, Jan Christoffel
Molokoli, Poloko John
author_facet Greyling, Jan Christoffel
Molokoli, Poloko John
author_sort Molokoli, Poloko John
collection Thesis
dc_rights_str_mv Stellenbosch University
description Thesis (MSc)--Stellenbosch University, 2026.
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id oai:scholar.sun.ac.za:10019.1/136158
institution Stellenbosch University (South Africa)
language English
last_indexed 2026-06-10T12:47:18.472Z
license_str Other — see source repository
provenance_str_mv Harvested via OAI-PMH from SUNScholar — Stellenbosch University Repository
publishDate 2026
publishDateRange 2026
publishDateSort 2026
publisher Stellenbosch : Stellenbosch University
publisherStr Stellenbosch : Stellenbosch University
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source_str SUNScholar — Stellenbosch University Repository
spelling oai:scholar.sun.ac.za:10019.1/136158 The Long-Run Returns to Public Agricultural R&D in South Africa: Evidence from an Updated TFP Series (1950–2023) Molokoli, Poloko John Greyling, Jan Christoffel Stellenbosch University. Faculty of AgriSciences. Dept. of Agricultural Economics. Thesis (MSc)--Stellenbosch University, 2026. Molokoli, P. J. 2026. The Long-Run Returns to Public Agricultural R&D in South Africa: Evidence from an Updated TFP Series (1950–2023). Unpublished masters thesis. Stellenbosch: Stellenbosch University [online]. Available: https://scholar.sun.ac.za/items/feec0c08-945b-4f1e-91cd-42282d697999 Sustained growth in South African agriculture increasingly depends on productivity improvements rather than continued expansion of land, labour, and other inputs. This thesis updates and extends South Africa’s long-run agricultural total factor productivity (TFP) series and quantifies the long-run productivity returns to public agricultural research and development (R&D). The study addresses two questions: (i) how has national agricultural TFP evolved since 1950 once the canonical series is extended beyond 2010; and (ii) what are the long-run productivity effects and economic returns to public agricultural R&D when research benefits are modelled as delayed and persistent and weather variability is controlled for? To update productivity measurement, the thesis extends the Liebenberg (2012) national series to 2023 using a Törnqvist index-number approach to aggregate heterogeneous outputs and inputs into annual output and input indices, with TFP calculated as their ratio and normalised to 2020 = 100. The updated series indicates three broad phases: relative stagnation from 1950 to the early 1970s, a sharp productivity rise from the mid-1970s to a peak in the late 1980s, and a subsequent decline followed by stabilisation around the 2020 benchmark from the mid-2000s through 2023. To estimate the R&D–productivity relationship, public agricultural R&D expenditure is converted into an R&D knowledge stock constructed as a weighted sum of past spending using alternative truncated gamma lag distributions with a two-year gestation period. The long-run association between log TFP and log knowledge stocks is estimated within a cointegrating Dynamic Ordinary Least Squares (DOLS) framework, controlling for weather variability using an Agricultural Weather Index derived from detrended national crop yields and allowing for alternative deterministic time controls (including a piecewise trend with a structural break in 1988). After econometric screening of 280 specifications, the best-performing models imply that the peak productivity effect of public R&D occurs roughly 11–14 years after expenditure. Estimated long-run elasticities of TFP with respect to the R&D knowledge stock range from 0.241 to 0.361 (median 0.299), and are robust across admissible lag specifications and trend controls. Elasticity estimates are translated into marginal benefit–cost ratios (BCRs) under alternative real discount rates. Across preferred specifications, BCRs remain well above one, ranging from 10.31 to 14.79 at a 3% discount rate and from 5.58 to 7.18 at an 8% discount rate. Overall, the results provide updated evidence that South African public agricultural R&D has generated substantial long-run productivity gains with delayed but persistent impacts, supporting the case for stable research investment as a central component of productivity-led and sustainable agricultural growth. Masters 2026-04-23T13:14:33Z 2026-04-23T13:14:33Z 2026-03 Thesis https://scholar.sun.ac.za/handle/10019.1/136158 en Stellenbosch University 54 pages application/pdf Stellenbosch : Stellenbosch University
spellingShingle Molokoli, Poloko John
The Long-Run Returns to Public Agricultural R&D in South Africa: Evidence from an Updated TFP Series (1950–2023)
title The Long-Run Returns to Public Agricultural R&D in South Africa: Evidence from an Updated TFP Series (1950–2023)
title_full The Long-Run Returns to Public Agricultural R&D in South Africa: Evidence from an Updated TFP Series (1950–2023)
title_fullStr The Long-Run Returns to Public Agricultural R&D in South Africa: Evidence from an Updated TFP Series (1950–2023)
title_full_unstemmed The Long-Run Returns to Public Agricultural R&D in South Africa: Evidence from an Updated TFP Series (1950–2023)
title_short The Long-Run Returns to Public Agricultural R&D in South Africa: Evidence from an Updated TFP Series (1950–2023)
title_sort long run returns to public agricultural r d in south africa evidence from an updated tfp series 1950 2023
url https://scholar.sun.ac.za/handle/10019.1/136158
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AT molokolipolokojohn longrunreturnstopublicagriculturalrdinsouthafricaevidencefromanupdatedtfpseries19502023