Regional Sustainability ›› 2026, Vol. 7 ›› Issue (3): 100347.doi: 10.1016/j.regsus.2026.100347
• Research article • Next Articles
Herdis HERDIANSYAH*(
), Randi MAMOLA
Received:2024-12-18
Revised:2025-11-26
Accepted:2026-04-29
Published:2026-06-30
Online:2026-05-22
Contact:
*E-mail address: herdis@ui.ac.id (Herdis HERDIANSYAH).
Herdis HERDIANSYAH, Randi MAMOLA. Oil palm land expansion and sustainable agriculture challenges in rural areas of Indonesia[J]. Regional Sustainability, 2026, 7(3): 100347.
Table 1
Driving factors of land connectivity defense."
| Variable | Unit | Variable | Unit |
|---|---|---|---|
| Total population (X1) | persons | Gross agricultural output value (X12) | USD |
| Number of year-end social farmers (X2) | persons | Quantity of commodity transported by the distributor (X13) | t/month |
| Gross domestic product (GDP) (X3) | USD/person | Road freight volume (X14) | t/month |
| Primary palm oil output value (X4) | t/month | Primary commodity land yield (X15) | USD/km2 |
| Secondary palm oil output value (X5) | t/month | Secondary commodity land yield (X16) | USD/km2 |
| Tertiary palm oil output value (X6) | t/month | Tertiary commodity land yield (X17) | USD/km2 |
| Total fixed asset investment of palm oil (X7) | USD | Capacity of primary and secondary school facility (X18) | - |
| Total distribution retail of Crude Palm Oil (CPO) (X8) | USD/t | Capacity of students attending school (X19) | persons |
| Financial revenue (X9) | USD/person | Capacity of village hospital (X20) | - |
| Financial expenditure for household (X10) | USD/person | Health technician (X21) | persons |
| Gross village output value (X11) | USD/person | Agricultural scheme (X22) | USD |
Table 2
Staged and continuity indices."
| Index | Driving factor | Variable |
|---|---|---|
| Staged index | Economic growth | X3, X8, and X9 |
| Financial development | X7 and X10 | |
| Technology and education | X1, X19, and X21 | |
| Oil palm agriculture | X4 and X12 | |
| Population flow | X16 and X1 | |
| Medical and health infrastructure | X20 | |
| Commodity land | X15 | |
| Continuity index | Socio-economic level and infrastructure | X3, X11, X18, and X22 |
| Investment development | X7 and X10 | |
| Oil palm agriculture | X4 and X12 | |
| Transportation | X13 and X14 |
Table 3
Dasymetric intensity of oil palm land expansion in the six villages of Jambi Province during 2016-2022."
| Village | 2016-2017 | 2017-2018 | 2018-2019 | 2019-2020 | 2020-2021 | 2021-2022 |
|---|---|---|---|---|---|---|
| Kumpeh | 0.255 | 0.221 | 0.081 | 0.051 | 0.301 | 0.141 |
| Kumpeh Ulu | 0.143 | 0.008 | 0.034 | 0.084 | 0.076 | 0.168 |
| Mujaro Sebo | 0.125 | 0.006 | 0.014 | 0.157 | 0.034 | 0.099 |
| Kota Madya | 0.184 | 0.046 | 0.012 | 0.058 | 0.019 | 0.083 |
| Jambi Luar | 0.403 | 0.033 | 0.067 | 0.148 | 0.021 | 0.274 |
| Mestong | 0.231 | 0.370 | 0.301 | 0.410 | 0.604 | 0.512 |
Table 4
GTWR model parameter measurement results."
| Statistic parameter | Value | Statistic parameter | Value |
|---|---|---|---|
| Bandwidth | 0.126 | Coefficient of determination (R2) | 0.732 |
| Residual square | 14.500 | Adjusted R2 | 0.731 |
| Sigma | 0.622 | Spatiotemporal distance ratio | 1.281 |
| Corrected (weighted) Akaike Information Criterion (AIC) | 69.500 |
Fig. 3.
Spatial heterogeneity of interconnected barycenter in the movement of oil palm land during 2016-2017 (a), 2018-2019 (b), and 2020-2022 (c), and temporal heterogeneity of interconnected barycenter in the movement of oil palm land during 2016-2017 (d), 2018-2019 (e), and 2020-2022 (f)."
Fig. 4.
Spatial correlation between oil palm land expansion and economic growth during 2016-2018 (a1), 2019-2020 (a2), and 2021-2022 (a3), spatial correlation between oil palm land expansion and financial development during 2016-2018 (b1), 2019-2020 (b2), and 2021-2022 (b3), spatial correlation between oil palm land expansion and technology and education during 2016-2018 (c1), 2019-2020 (c2), and 2021-2022 (c3), spatial correlation between oil palm land expansion and oil palm agriculture during 2016-2018 (d1), 2019-2020 (d2), and 2021-2022 (d3), spatial correlation between oil palm land expansion and population flow during 2016-2018 (e1), 2019-2020 (e2), and 2021-2022 (e3), spatial correlation between oil palm land expansion and medical and health infrastructure during 2016-2018 (f1), 2019-2020 (f2), and 2021-2022 (f3), and spatial correlation between oil palm land expansion and commodity land during 2016-2018 (g1), 2019-2020 (g2), and 2021-2022 (g3)."
Fig. 5.
Spatial correlation between oil palm land expansion and socio-economic level and infrastructure in 2019 (a1), 2021 (a2), and 2022 (a3), spatial correlation between oil palm land expansion and investment development in 2019 (b1), 2021 (b2), and 2022 (b3), spatial correlation between oil palm land expansion and oil palm agriculture in 2019 (c1), 2021 (c2), and 2022 (c3), and spatial correlation between oil palm land expansion and transportation in 2019 (d1), 2021 (d2), and 2022 (d3)."
Table 6
Correlation between oil palm land movement and staged index using the GTWR model."
| Year | Economic growth | Financial development | Technology and education | Oil palm agriculture | Population flow | Medical and health infrastructure | Commodity land | |||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| + | - | + | - | + | - | + | - | + | - | + | - | + | - | |
| 2016 | 49.23 | 6.45 | 67.31 | 6.34 | 67.25 | 10.17 | 71.02 | 6.67 | 26.91 | 43.71 | 89.37 | 46.51 | 16.39 | 5.20 |
| 2017 | 53.12 | 6.51 | 52.40 | 28.17 | 68.82 | 13.08 | 71.18 | 13.02 | 24.30 | 41.09 | 89.63 | 50.32 | 42.13 | 38.26 |
| 2018 | 56.20 | 7.23 | 54.39 | 29.61 | 70.41 | 14.52 | 73.20 | 15.60 | 25.28 | 34.66 | 74.62 | 66.27 | 25.18 | 45.90 |
| 2019 | 67.34 | 7.45 | 42.16 | 47.90 | 88.90 | 14.60 | 75.58 | 13.58 | 19.06 | 27.69 | 79.15 | 64.90 | 9.06 | 11.71 |
| 2020 | 68.02 | 8.29 | 37.20 | 48.23 | 91.67 | 15.56 | 86.23 | 19.22 | 18.93 | 14.19 | 92.44 | 74.14 | 8.39 | 24.81 |
| 2021 | 84.73 | 9.13 | 13.25 | 50.37 | 92.14 | 16.02 | 89.91 | 20.14 | 16.42 | 12.08 | 92.63 | 91.10 | 6.24 | 37.10 |
| 2022 | 91.10 | 9.29 | 8.74 | 51.71 | 93.73 | 16.18 | 90.07 | 21.33 | 16.85 | 11.90 | 93.74 | 93.53 | 10.52 | 4.87 |
Table 7
Correlation between oil palm land expansion and continuity index using the GTWR model."
| Year | Socio-economic level and infrastructure | Investment development | Oil palm agriculture | Transportation | ||||
|---|---|---|---|---|---|---|---|---|
| + | - | + | - | + | - | + | - | |
| 2016 | 13.38 | 0.20 | 98.17 | 4.05 | 60.00 | 5.20 | 18.38 | 8.46 |
| 2017 | 15.39 | 5.42 | 96.51 | 6.71 | 59.16 | 27.62 | 20.39 | 9.47 |
| 2018 | 31.27 | 0.47 | 97.23 | 6.84 | 63.27 | 48.31 | 30.27 | 10.54 |
| 2019 | 29.13 | 8.13 | 98.44 | 7.34 | 74.11 | 52.36 | 40.18 | 10.37 |
| 2020 | 34.31 | 62.34 | 98.48 | 18.04 | 82.63 | 54.12 | 36.13 | 11.26 |
| 2021 | 21.97 | 56.37 | 99.40 | 18.38 | 92.05 | 55.19 | 44.35 | 13.49 |
| 2022 | 40.26 | 13.36 | 99.40 | 19.05 | 93.17 | 64.90 | 53.37 | 13.58 |
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