Cited by 762Land Use and Ecosystem ServicesAgriculture, Land Use, Rural DevelopmentSoil erosion and sediment transport

Mapping the world's degraded lands

Open access
Gibbs, H.K., Salmon, J.M.·2015·Applied Geography

Abstract

Degraded lands have often been suggested as a solution to issues of land scarcity and as an ideal way to meet mounting global demands for agricultural goods, but their locations and conditions are not well known. Four approaches have been used to assess degraded lands at the global scale: expert opinion, satellite observation, biophysical models, and taking inventory of abandoned agricultural lands. We review prominent databases and methodologies used to estimate the area of degraded land, translate these data into a common framework for comparison, and highlight reasons for discrepancies between the numbers. Global estimates of total degraded area vary from less than 1 billion ha to over 6 billion ha, with equally wide disagreement in their spatial distribution. The risk of overestimating the availability and productive potential of these areas is severe, as it may divert attention from efforts to reduce food and agricultural waste or the demand for land-intensive commodities.

AI snapshot

Written from the paper’s full text.

TL;DR

Global estimates of degraded land vary from less than 1 billion ha to over 6 billion ha and disagree widely in spatial distribution. The paper reviews four major mapping approaches and compares prominent datasets on a common grid, warning that overestimating degraded-land availability could distract from reducing waste and demand for land-intensive commodities.

Key findings

  • Global degraded-area estimates range from <1 billion ha to >6 billion ha: GLASOD estimated nearly 2 billion ha (22.5%) degraded since the mid-20th century; FAO TerraSTAT found over 6 billion ha (66% of world land) affected; Dregne and Chou estimated roughly 3.6 billion ha (70%) of drylands degraded; GLADA found declining NPP across 21% of global land, 2.7 billion ha; Cai et al. estimated nearly 1 billion ha; Campbell et al. estimated 385–472 million ha of abandoned agricultural land.
  • Spatial disagreement is severe: the greatest disagreement is in Asia, where only two datasets agree and standard deviation exceeds 30% of cell area across large parts of China and Southeast Asia; Central Africa shows >40% standard deviations.
  • Agreement is mostly about non-degradation: of cells where all four datasets agree, 89% have average degradation less than 5% of cell area.
  • Pairwise comparison shows little relationship between some methods: GLADA and GLASOD had R² = 0.00 for percent area degraded in 20 km cells, partly because GLASOD considered soil degradation over centuries while GLADA considered vegetation degradation over decades.

Methods

  • The paper reviews four approaches to global degraded-land assessment: expert opinion, satellite-derived net primary productivity, biophysical models, and abandoned agricultural land mapping.
  • For comparison, the authors selected one map per method (GLASOD, GLADA, Cai et al. 2011, and Campbell et al. 2008), converted them to percent area degraded on a common equal-area Eckert IV grid at 1 km, aggregated to 20 km cells, and excluded degradation labeled light in severity.
  • They assessed similarities and differences using visual comparison, number of datasets in agreement, linear regression among pairs of datasets, and standard deviation among all four datasets in each 20 km cell.

Limitations

  • Stated: none of the assessments provided direct measurement of degradation; all relied on proxies, and quantifying error or uncertainty is difficult or impossible because there are no accepted values for comparison.
  • Stated: definitions, methodologies, time periods, and geographic domains differ across datasets; satellite approaches only capture degradation after the 1980s and mainly ongoing processes, biophysical models are limited to current croplands, and abandonment estimates exclude non-agricultural degradation and rely on uncertain historical land-use inputs.
  • Evident from the paper’s methods: the comparison uses only one map per approach and excludes light-severity degradation, so the synthesis may not represent the full range or detail of each method’s estimates.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1016/j.apgeog.2014.11.024

Cites

71 of 71 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

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  • Findingnone given

    The methods of mapping degraded lands discussed in the previous sections have led to notably different descriptions of their spatial distribution.

    “The methods of mapping degraded lands discussed in the previous sections have led to notably different descriptions of their spatial distribution.”
    Quote in the paperSubstantial claim
  • Findingreasoning

    The total area degraded and abandoned in the Cai et al. (2011) data set was 42 percent higher than the area reported by Cai et al. (2011).

    “We noted that the total area degraded and abandoned in the data set was 42 percent higher than the area reported by Cai et al. (2011).”
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    • cites Cai et al. (2011) source

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  • Findingcitation

    Any areas mapped as greater than 50 percent abandoned agriculture in Campbell et al. (2008) are smaller (6400 km2) than those areas of disagreement discussed above.

    “any areas mapped as greater than 50 percent abandoned agriculture are smaller ( 6400 km 2 ) than those areas of disagreement discussed above.”
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    • cites Campbell et al. (2008) source

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  • Findingown data

    The Campbell et al. (2008) data set does not appear to contribute to high standard deviations among the four sets because it does not contain large areas of concentrated abandonment.

    “The Campbell et al. (2008) data set does not appear to contribute to high standard deviations among the four sets because it does not contain large areas of concentrated abandonment.”
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    • cites Campbell et al. (2008) source

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  • Findingreasoning

    There is very little agreement between GLADA and GLASOD when considered spatially (R2 = 0.00 for percent area degraded in 20 km cells).

    “there is very little agreement between GLADA and GLASOD when considered spatially (R 2 ¼ 0.00 for percent area degraded in 20 km cells)”
    Quote in the paperSubstantial claim
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  • Classified as probably not a substantial claim. 47
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    Findingnone given

    Global estimates of total degraded area vary from less than 1 billion ha to over 6 billion ha, with equally wide disagreement in their spatial distribution.

    “Global estimates of total degraded area vary from less than 1 billion ha to over 6 billion ha, with equally wide disagreement in their spatial distribution.”
    Quote in the paperSubstantial claim
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    Findingcitation

    No clear consensus exists as to the extent of degraded land, not only globally, but even within a particular country.

    “Indeed, no clear consensus exists as to the extent of degraded land, not only globally, but even within a particular country (Bindraban et al., 2012;FAO, 2008;Lepers et al., 2005).”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites Bindraban et al., 2012 source

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    • cites FAO, 2008

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    • cites Lepers et al., 2005 source

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    Findingreasoning

    The areas affected by at least moderate degradation comprise 9 percent and 47 percent of the land surface, according to GLASOD and TerraSTAT, respectively.

    “The areas affected by at least moderate degradation comprise 9 percent and 47 percent of the land surface, according to GLASOD and TerraSTAT, respectively (Table 2), highlighting the high degree of interpretability of these data sets.”
    Quote in the paperNot a substantial claim
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    Findingown data

    The greatest disagreement occurs in Asia where only two data sets show agreement and standard deviation among the data sets is greater than 30 percent of cell area for large areas of China and Southeast Asia.

    “The greatest disagreement occurs in Asia where only two data sets show agreement and standard deviation among the data sets is greater than 30 percent of cell area for large areas of China and Southeast Asia.”
    Quote in the paperNot a substantial claim
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    Findingreasoning

    This discrepancy leads to only three data sets agreeing in these regions and standard deviations of about 30 percent of cell area.

    “This discrepancy leads to only three data sets agreeing in these regions and standard deviations of about 30 percent of cell area.”
    Quote in the paperNot a substantial claim
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    Findingreasoning

    GLADA alone observed degradation in several areas, leading to patches of disagreement in Eastern Argentina, Quebec and Ontario in Eastern Canada, much of Central Africa, the Northern Territory in Australia, and the Central Siberian Plateau.

    “GLADA alone observed degradation in several areas, leading to patches of disagreement in Eastern Argentina, Quebec and Ontario in Eastern Canada, much of Central Africa, the Northern Territory in Australia, and the Central Siberian Plateau.”
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    Findingreasoning

    Where three data sets indicate a similar degree of degradation, but one set diverges, there are three data sets in agreement and the standard deviation reflects the degree of divergence.

    “Where three data sets indicate a similar degree of degradation, but one set diverges, there are three data sets in agreement (light green in Fig. 2) and the standard deviation reflects the degree of divergence.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    Where all four values indicate degradation of similar extent (up to 20 percent of cell area), there are four data sets in agreement and the standard deviation is low.

    “Where all four values indicate degradation of similar extent (up to 20 percent of cell area), there are four data sets in agreement (dark green in Fig. 2) and the standard deviation is low (yellow or green in Fig. 3).”
    Quote in the paperNot a substantial claim
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    Findingown data

    Where all four data sets indicate different states of degradation, there is only one data set in agreement and the standard deviation is high.

    “Finally, where all four data sets indicate different states of degradation, there is only one data set in agreement (red in Fig. 2), and the standard deviation is high (red in Fig. 3).”
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  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingreasoning

    Where two data sets indicate a similar state of degradation, and the other two indicate different degrees of degradation, there are two data sets in agreement and the standard deviation reflects how far the two differing sets diverge from the two in agreement.

    “Similarly, where two data sets indicate a similar state of degradation, and the other two indicate different degrees of degradation, there are two data sets in agreement (yellow in Fig. 2), and the standard deviation reflects how far the two differing sets diverge from the two in agreement.”
    Quote in the paperNot a substantial claim
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    Premisecitation

    Yield increases on existing croplands will be an essential component to increased food production, but by themselves will not suffice.

    “Yield increases on existing croplands will be an essential component to increased food production, but by themselves will not suffice (Godfray et al., 2010;Hubert, Rosegrant, van Boekel, & Ortiz, 2010;Ray, Mueller, West, & Foley, 2013).”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites Godfray et al., 2010 source

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    • cites Hubert, Rosegrant, van Boekel, & Ortiz, 2010

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    • cites Ray, Mueller, West, & Foley, 2013 source

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    Premisecitation

    The potential of degraded lands is often estimated using highly uncertain data sets and tends to be overstated, with little attention given to the current status and use of these degraded lands.

    “However, this potential is often estimated using highly uncertain data sets (Field, Campbell, & Lobell, 2008;Goldewijk & Verburg, 2013;Hoogwijk et al., 2003;Meiyappan & Jain, 2012;Nijsen, Smeets, Stehfest, & Vuuren, 2012;Ramankutty, Heller, & Rhemtulla, 2010;vanVuuren, Vliet, & Stehfest, 2009), and tends to be overstated, with little attention given to the current status and use of these degraded”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites Field, Campbell, & Lobell, 2008

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    • cites Goldewijk & Verburg, 2013

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    • cites Lambin et al., 2013 source

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    Premisecitation

    During the 1980s and 1990s, more than half of newly expanding agricultural areas in the tropics came at the expense of closed forests, with an additional third from disturbed forests.

    “For example, Gibbs et al. (2010) found that during the 1980s and 1990s more than half of newly expanding agricultural areas in the tropics came at the expense of closed forests, with an additional third from disturbed forests.”
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    • cites Gibbs et al. (2010) source

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    Interpretationreasoning

    The risk of overestimating the availability and productive potential of degraded lands is severe, as it may divert attention from efforts to reduce food and agricultural waste or the demand for land-intensive commodities.

    “The risk of overestimating the availability and productive potential of these areas is severe, as it may divert attention from efforts to reduce food and agricultural waste or the demand for land-intensive commodities.”
    • Also stated in: § Introduction · hedged
      “The risks of overestimating the availability and productive potential of these areas is severe, as it may divert attention from efforts to reduce waste or the demand for land-intensive commodities such as beef.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Premisenone given

    Studies focus on temporal and spatial scales of degradation that differ, which leads to much confusion when interpreting the results.

    “Yet studies focus on temporal and spatial scales of this process that differ, which leads to much confusion when interpreting the results.”
    Quote in the paperSubstantial claim
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    Premisecitation

    The Global Assessment of Soil Degradation (GLASOD) was the first attempt to map human-induced degradation around the world and is still used today.

    “The Global Assessment of Soil Degradation (GLASOD) commissioned by the United Nations Environment Program was the first attempt to map human-induced degradation around the world (Oldeman, 1994;Oldeman et al., 1990) and is still used today (e.g., Nijsen et al., 2012).”
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    • cites Oldeman, 1994

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    • cites Oldeman et al., 1990

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    • cites Nijsen et al., 2012 source

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  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Premisenone given

    Lands with naturally low productivity, such as heathlands or naturally saline soils, may also be described as degraded.

    “Another challenge is that lands with naturally low productivity, such as heathlands or naturally saline soils, may also be described as degraded.”
    Quote in the paperNot a substantial claim
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    Premisecitation

    There is disagreement between degradation data that include natural processes and those that have been induced solely through human activity, and it is often difficult to distinguish between these causes.

    “In addition, there is disagreement between degradation data that include natural processes and those that have been induced solely through human activity (Weigmann, Hennenberg, & Fritsche, 2008), and it is often difficult to distinguish between these causes.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Weigmann, Hennenberg, & Fritsche, 2008

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  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Due to its dependence upon local experts, the GLASOD assessment is considered subjective and has been open to disparagement.

    “Due to this dependence upon local experts, the GLASOD assessment is considered subjective and has been open to disparagement (e.g., Rey, Scoones, & Toulmin, 1998, chap. 1;Thomas, 1993).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Rey, Scoones, & Toulmin, 1998, chap. 1

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    • cites Thomas, 1993 source

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    Premisecitation

    Solicitation of expert opinion was the first approach used to map and quantify degraded lands and maintains a leading role in assessments despite its subjective nature and inconsistencies.

    “Solicitation of expert opinion was the first approach used to map and quantify degraded lands and maintains a leading role in assessments despite its subjective nature and inconsistencies (Dregne & Chou, 1992;Oldeman, 1994;Oldeman, Hakkeling, & Sombroek, 1990).”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites Dregne & Chou, 1992

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    • cites Oldeman, 1994

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    • cites Oldeman, Hakkeling, & Sombroek, 1990

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  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The GLASOD study estimated that nearly 2 billion ha (22.5 percent) of agricultural land, pasture, forest and woodland had been degraded since mid-twentieth century.

    “The GLASOD study estimated that nearly 2 billion ha (22.5 percent) of agricultural land, pasture, forest and woodland had been degraded since mid-twentieth century.”
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    • cites Oldeman et al., 1990

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    Premisecitation

    Most seminal efforts have focused on soil degradation, while more recent efforts have investigated the broader issue of land degradation from an ecosystem approach, which encompasses both soils and vegetation.

    “Finally, while most seminal efforts have focused on soil degradation (Nijsen et al., 2012;Oldeman et al., 1990), more recent efforts have investigated the broader issue of land degradation from an ecosystem approach, which encompasses both soils and vegetation.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Nijsen et al., 2012 source

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    • cites Oldeman et al., 1990

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    Premisereasoning

    GLASOD estimates are uniform in the sense that they are based upon defined mapping units and carefully structured definitions, but they rely on local knowledge rather than measurements.

    “The estimates are uniform in the sense that they are based upon defined mapping units and carefully structured definitions but they rely on local knowledge rather than measurements.”
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    Premisecitation

    GLASOD was designed to generate continental scale estimates, and the sampling procedure is not adequate to draw conclusions at the national scale.

    “GLASOD was designed to generate continental scale estimates, and the sampling procedure is not adequate to draw conclusions at the national scale (Bruinsma, 2003;Scherr & Yadav, 1996).”
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    • cites Bruinsma, 2003

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    • cites Scherr & Yadav, 1996

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    Premisecitation

    The FAO TerraSTAT interpretation of GLASOD by Bot et al. (2000) finds that over 6 billion ha, 66 percent of the world's land, has been affected by degradation, leaving roughly only a third of the world's surface in good condition.

    “The FAO TerraSTAT interpretation of GLASOD by Bot et al. (2000), on the other hand, finds that over 6 billion ha, 66 percent of the world's land, has been affected by degradation, leaving roughly only a third of the world's surface in good condition.”
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    • cites Bot et al. (2000)

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    Premisecitation

    Dregne and Chou (1992) found very extensive degradation covering roughly 3.6 billion ha (70 percent) of Earth's drylands.

    “They found very extensive degradation covering roughly 3.6 billion ha (70 percent) of Earth's drylands.”
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    • cites Dregne and Chou (1992)

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    Premisecitation

    There are few if any routine assessments of degradation at the country level that keep track of pre-existing or changing conditions, nor is there any agreement on how to conduct such assessments.

    “There are few if any routine assessments of degradation at the country level that keep track of pre-existing or changing conditions, nor is there any agreement on how to conduct such assessments (Bruinsma, 2003).”
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    • cites Bruinsma, 2003

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  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisenone given

    Many degradation studies focus only on drylands, so their results are difficult to compare with broader studies that include temperate and humid domains.

    “For example, many degradation studies focus only on drylands, so their results are difficult to compare with broader studies that include temperate and humid domains.”
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    Premisecitation

    GLASOD has been criticized for the coarse spatial resolution of mapping units and the qualitative judgments whose consistency was untested.

    “Others have criticized GLASOD for the coarse spatial resolution of mapping units and the qualitative judgments whose consistency was untested.”
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    Premisecitation

    Dregne and Chou (1992) concluded that in their study region 73 percent of rangelands, 47 percent of rainfed croplands, and 30 percent of irrigated croplands were degraded.

    “Indeed, they concluded that in their study region 73 percent of rangelands, 47 percent of rainfed croplands, and 30 percent of irrigated croplands were degraded.”
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    • cites Dregne and Chou (1992)

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    Premisecitation

    Some estimates of degradation have focused on the end condition of the land, others consider the ongoing process of degradation itself, and even the perceived risk of degradation, adding more confusion to the term.

    “Indeed, while some estimates of degradation have focused on the end condition of the land, others consider the ongoing process of degradation itself (e.g., Bai, Dent, Olsson, & Schaepman, 2008;Cai, Zhang, & Wang, 2011), and even the perceived risk of degradation, adding more confusion to the term.”
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    • cites Bai, Dent, Olsson, & Schaepman, 2008

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    • cites Cai, Zhang, & Wang, 2011 source

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    Interpretationown data

    Each of the four approaches offers a glimpse into the conditions on the ground but none capture the complete picture.

    “Each offers a glimpse into the conditions on the ground but none capture the complete picture (Tables 1 and 2; Fig. 3).”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Despite its limitations, GLASOD remains the only complete, globally consistent information source on land degradation and has been widely used and interpreted.

    “Despite its limitations, GLASOD remains the only complete, globally consistent information source on land degradation and has been widely used and interpreted (e.g., Bot, Nachtergaele, & Young, 2000;Crosson, 1995Crosson, , 1997;;Pimentel et al., 1995;Sonneveld & Dent, 2007).”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites Bot, Nachtergaele, & Young, 2000

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    • cites Crosson, 1995

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    • cites Pimentel et al., 1995 source

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    Interpretationcitation

    Expert judgments will continue to play a role, regardless of improvements in other methods, because degradation will remain a subjective quality whose benchmarks vary among locations.

    “Such expert judgments will continue to play a role, regardless of improvements in other methods, because degradation will remain a subjective quality whose benchmarks vary among locations (Sonneveld & Dent, 2007).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Sonneveld & Dent, 2007

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  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationreasoning

    The benefit of focusing on abandoned agricultural lands is that it captures the longer time frame of the expert opinion approach but quantifies the actual conditions rather than estimating potential risk.

    “The benefit of focusing on these lands is that it captures the longer time frame of the expert opinion approach but quantifies the actual conditions rather than estimating potential risk.”
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    Premisecitation

    Wessels, Van Den Bergh, and Scholes (2012) were highly critical of the Bai et al. (2008) publication of GLADA results, especially in the humid tropics where results were described as fatally flawed and misleading.

    “Indeed, Wessels, Van Den Bergh, and Scholes (2012) commented on the Bai et al. (2008) publication of GLADA results, and was highly critical of their methods, especially in the humid tropics where results were described as fatally flawed and misleading.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Wessels, Van Den Bergh, and Scholes (2012)

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    • cites Bai et al. (2008) source

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  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Premisenone given

    Satellite data are only available from the 1980s in most cases, so we have only a short time frame to observe changes in the land surface.

    “Satellite data are only available from the 1980s in most cases, so we have only a short time frame to observe changes in the land surface.”
    Quote in the paperNot a substantial claim
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    Premisecitation

    Early GLADA results reveal a declining trend in NPP across 21 percent of the global land area, 2.7 billion ha, mainly in tropical Africa, Southeast Asia, China, north central Australia, the Pampas, and swaths of the boreal forest in Siberia and North America.

    “Early GLADA results reveal a declining trend in NPP across 21 percent of the global land area, 2.7 billion ha, mainly in tropical Africa, Southeast Asia, China, north central Australia, the Pampas, and swaths of the boreal forest in Siberia and North America.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Bai et al., 2008 source

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  • Classified as probably not a substantial claim.

    Interpretationnone given

    Remotely-sensed data provide a major opportunity to improve our spatial representation of the locations of degraded lands in a globally consistent manner, as well as the process of degradation.

    “Remotely-sensed data provide a major opportunity to improve our spatial representation of the locations of degraded lands in a globally consistent manner, as well as the process of degradation.”
    Quote in the paperSubstantial claim
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    Premisecitation

    Bai et al. (2008) found that nearly one-fifth of degraded land is cropland, an area equivalent to more than 20 percent of all cultivated areas.

    “Bai et al. (2008) also found that nearly one-fifth of this degraded land is cropland, an area equivalent to more than 20 percent of all cultivated areas.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Bai et al. (2008) source

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  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Premisenone given

    Another way to identify degraded lands is to look for areas that were once croplands but have since been abandoned because of decreased productivity, or due to political and economic reasons.

    “Another way to identify degraded lands is to look for areas that were once croplands but have since been abandoned because of decreased productivity, or due to political and economic reasons.”
    Quote in the paperNot a substantial claim
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    Premisecitation

    Many land-use mapping efforts employ expert opinion successfully but are generally limited by issues of consistency and bias.

    “Many land-use mapping efforts employ expert opinion successfully (e.g., Achard et al., 2002;FAO, 2000) but are generally limited by issues of consistency and bias.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Achard et al., 2002 source

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    • cites FAO, 2000

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    Premisereasoning

    The Cai et al. (2011) study assesses the extent of degradation due to over-utilization of lands of marginal productivity, and focuses on capturing the process of degradation, rather than the cumulative result.

    “Thus, the study assesses the extent of degradation due to over-utilization of lands of marginal productivity, and focuses on capturing the process of degradation, rather than the cumulative result.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Cai et al. (2011) source

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    Premisecitation

    The Cai et al. (2011) study focuses on lands of marginal productivity currently being cropped, so it excludes previously abandoned lands, lands that were experiencing full productivity when the data were developed, and non-agricultural degradation.

    “As the Cai et al. (2011) study focuses on lands of marginal productivity currently being cropped, it excludes previously abandoned lands, lands that were experiencing full productivity when the data were developed, and non-agricultural degradation.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Cai et al. (2011) source

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  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Cai et al. (2011) results asserted that Asia (China and India only) contained most of the land degradation, 490 million ha.

    “Results asserted that Asia (China and India only) contained most of the land degradation, 490 million ha (Table 2).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Cai et al. (2011) source

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    Premisecitation

    Roughly 23 percent of forests are improving along with more than 43 percent of rangelands.

    “Roughly 23 percent of forests are also improving along with more than 43 percent of rangelands.”
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    • cites Bai et al., 2008 source

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    Premisecitation

    Recent satellite advances have enabled new global scale datasets of agricultural land cover, which have been developed by merging satellite derived land cover maps with ground level agricultural inventory data sets.

    “Recent satellite advances have enabled new global scale datasets of agricultural land cover, which have been developed by merging satellite derived land cover maps with ground level agricultural inventory data sets (Cardille, Foley, & Costa, 2002;Goldewijk, 2001;Ramankutty & Foley, 1999).”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites Cardille, Foley, & Costa, 2002

      Not checked in the free run.

    • cites Goldewijk, 2001 source

      Not checked in the free run.

    • cites Ramankutty & Foley, 1999 source

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Premisenone given

    Deviations from normal NDVI may indicate land degradation once other factors that may be responsible, such as rainfall, climate, and land use, are taken into account.

    “Deviations from normal NDVI may indicate land degradation once other factors that may be responsible, such as rainfall, climate, and land use are taken into account.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationcitation

    Extensive ground data, currently unavailable, will be required to produce reliable estimates of degraded areas from remote sensing at broad scales.

    “Still, extensive ground data, currently unavailable, will be required to produce reliable estimates of degraded areas from remote sensing at broad scales (Kniivila, 2004).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Kniivila, 2004

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    The vast majority (78 percent) of degrading lands are found in humid regions, which is contrary to the popular belief that most degradation occurs in drylands.

    “The vast majority (78 percent) of degrading lands are found in humid regions, which is contrary to the popular belief that most degradation occurs in drylands.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Bai et al., 2008 source

      Not checked in the free run.

  • May combine two claims.

    Interpretationcitation

    Satellite data will struggle to distinguish the fine gradients that exist between degraded and non-degraded grasslands and may be further limited by potentially confounding biophysical conditions.

    “Satellite data will also struggle to distinguish the fine gradients that exist between degraded and non-degraded grasslands and may be further limited by potentially confounding biophysical conditions (e.g., seasonality in drylands and environmental trends; Wesselset al., 2012).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Wesselset al., 2012

      Not checked in the free run.

  • May combine two claims.

    Interpretationreasoning

    The accuracy of the biophysical approach will be influenced by the quality of the data used for calibration and the suitability of the model selected, which can be especially challenging when trying to manage conditions that vary locally at the global scale.

    “Thus, the accuracy of the biophysical approach will be influenced by the quality of the data used for calibration and the suitability of the model selected, which can be especially challenging when trying to manage conditions that vary locally at the global scale.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Bai et al. (2008) found that 16 percent of global land area is increasing in NPP, with 20 percent of total cropland area on an upward swing.

    “But at the same time, they also found that 16 percent of global land area is increasing in NPP, with 20 percent of total cropland area on an upward swing.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Bai et al. (2008) source

      Not checked in the free run.

  • May combine two claims.

    Interpretationcitation

    It is unlikely that remote sensing will be able to map all cases of land degradation unequivocally, but the approach does provide valuable clues and has the potential to identify hotspots of ongoing degradation.

    “Thus, it is unlikely that remote sensing will be able to map all cases of land degradation unequivocally, but the approach does provide valuable clues and has the potential to identify hotspots of ongoing degradation (Alcantara, Kuemmerle, Prishchepov, & Radeloff, 2012;Prince, Becker-Reshef, & Rishmawi, 2009;Wessels, Prince, & Reshef, 2008).”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites Alcantara, Kuemmerle, Prishchepov, & Radeloff, 2012

      Not checked in the free run.

    • cites Prince, Becker-Reshef, & Rishmawi, 2009

      Not checked in the free run.

    • cites Wessels, Prince, & Reshef, 2008

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Roughly 40 percent of the degraded lands were found to be in forests, with another quarter in rangelands.

    “Roughly 40 percent of the degraded lands were found to be in forests, with another quarter in rangelands.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Bai et al., 2008 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Biophysical modeling has been broadly used to assess the potential vegetative productivity of global land areas.

    “Biophysical modeling has been broadly used to assess the potential vegetative productivity of global land areas (e.g.Fischer, van Velthuizen, Shah, & Nachtergaele, 2002).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Fischer, van Velthuizen, Shah, & Nachtergaele, 2002

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing).

    Premisecitation

    Others posit that Dregne and Chou (1992) have greatly overestimated degradation.

    “However, others posit that Dregne and Chou (1992) have greatly overestimated degradation (Helld en & Tottrup, 2008).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Helld en & Tottrup, 2008

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationnone given

    The spatial and temporal extent, as well as the type of degradation considered, is dependent upon the input data sets for the modeling process.

    “The spatial and temporal extent, as well as the type of degradation considered, is dependent upon the input data sets for the modeling process.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).

    Interpretationnone given

    Modeling approaches that rely on models will inevitably be influenced by any inherent error.

    “Unfortunately, however, modeling approaches that rely on models will inevitably be influenced by any inherent error.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).

    Interpretationnone given

    The expert opinion approach will continue as a mainstay until satellite-based measurements can provide more accurate and detailed information for both vegetation and soils.

    “The expert opinion approach will continue as a mainstay until satellite-based measurements can provide more accurate and detailed information for both vegetation and soils.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    The vast majority of the agricultural abandonment occurred in Latin America, where over 56 million ha of land became 'idle' during the 1990s.

    “The vast majority of the agricultural abandonment occurred in Latin America, where over 56 million ha of land became 'idle' during the 1990s.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites FAO, 2001

      Not checked in the free run.

    • cites Gibbs et al., 2010 source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Tropical Asia accounts for 12 million ha and Africa for the remaining 9 million ha of abandoned land.

    “Tropical Asia accounts for 12 million ha and Africa for the remaining 9 million ha of abandoned land.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites FAO, 2001

      Not checked in the free run.

    • cites Gibbs et al., 2010 source

      Not checked in the free run.

  • May combine two claims.

    Interpretationreasoning

    A significant limitation of the abandonment approach is that it excludes degradation other than agricultural abandonment, so the numbers should be considered extremely conservative estimates of degradation.

    “A significant limitation of this approach is that it excludes degradation other than agricultural abandonment, so the numbers should be considered extremely conservative estimates of degradation.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisenone given

    The HYDE database also provides information on pastures not captured by Ramankutty and Foley (1999).

    “The HYDE database also provides information on pastures not captured by Ramankutty and Foley (1999).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Ramankutty and Foley (1999) source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationreasoning

    The magnitude of reported changes are relatively similar, suggesting some degree of confirmation.

    “However, it is important to note that the magnitude of reported changes are relatively similar, suggesting some degree of confirmation.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Most cropland abandonment occurred in eastern North America during the early 1900s but expanded to China, southern South America and Europe by mid-century.

    “Most cropland abandonment occurred in eastern North America during the early 1900s but expanded to China, southern South America and Europe by mid-century.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Ramankutty and Foley (1999) source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    The analysis of the HYDE database by Campbell, Lobell, and Field (2009) found that over the last three centuries, 269 million ha of cropland and 479 million ha of pastureland were abandoned.

    “The analysis of the HYDE database by Campbell, Lobell, and Field (2009) found that over the last three centuries, 269 million ha of cropland and 479 million ha of pastureland were abandoned.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Campbell, Lobell, and Field (2009) source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Ramankutty and Foley (1999) found that the extent of cropland abandonment increased greatly from roughly 65 million ha in the 1950s to 225 million ha in 1990, and the rate of abandonment increased as well.

    “They found that the extent of cropland abandonment increased greatly from roughly 65 million ha in the 1950s to 225 million ha in 1990, and the rate of abandonment increased as well.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Ramankutty and Foley (1999) source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given

    Degradation in one area may have ripple effects on other areas that are not readily evident from observations (e.g., siltation, chemical contamination).

    “Degradation in one area may have ripple effects on other areas that are not readily evident from observations (e.g., siltation, chemical contamination).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    To grow crops or animals on lands with reduced productivity will be a low profit-high cost enterprise that is unlikely to happen without strong economic incentives to farmers and agroindustry.

    “To grow crops or animals on lands with reduced productivity will be a low profitehigh cost enterprise that is unlikely to happen without strong economic incentives to farmers and agroindustry.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Premisecitation

    Lambin et al. (2013) emphasize that the physical availability of degraded land is only part of the story.

    “Lambin et al. (2013) emphasize that the physical availability of degraded land is only part of the story.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Lambin et al. (2013) source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing). May combine two claims.

    Interpretationreasoning

    The GAEZ data set does not indicate the cause of salinization, but it could suggest more about the improvability of the land than the more general term 'degraded.'

    “Though this data set does not indicate the cause of salinization, it could yet suggest more about the improvability of the land than the more general term 'degraded.'”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationcitation

    The two global agricultural databases are difficult to compare because Ramankutty and Foley (1999) do not consider abandonment of pastureland, which is part of the Campbell et al. (2009) estimate.

    “The two global agricultural databases are also difficult to compare because Ramankutty and Foley (1999) do not consider abandonment of pastureland, which is part of the Campbell et al. (2009) estimate.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Ramankutty and Foley (1999) source

      Not checked in the free run.

    • cites Campbell et al. (2009) source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    The number of data sets in agreement revealed places where the majority of data sets diverged in their appraisal of degradation effects.

    “The number of data sets in agreement revealed places where the majority of data sets diverged in their appraisal of degradation effects.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The FAO/IIASA analysis of Global Agro-EcoZones (GAEZ) estimates that 1.39 billion ha are affected by excess salts, leading to moderate, severe, or very severe constraints.

    “The FAO/IIASA analysis of Global Agro-EcoZones (GAEZ) estimates that 1.39 billion ha are affected by excess salts, leading to moderate, severe, or very severe constraints (FAO/IIASA 2012).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites FAO/IIASA 2012

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Restoration of degraded lands does offer a lower-carbon expansion pathway, and could provide some respite for forest conversion or increase food production in key locales.

    “Restoration of degraded lands does offer a lower-carbon expansion pathway, and could provide some respite for forest conversion or increase food production in key locales (Gibbs et al., 2008).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Gibbs et al., 2008 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).

    Interpretationreasoning

    Our uncertain knowledge of degraded lands is not surprising given the significant measurement challenges of capturing a dynamic and subjective condition.

    “Our uncertain knowledge of degraded lands is not surprising given the significant measurement challenges of capturing a dynamic and subjective condition.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Degradation is a dynamic and subjective condition.
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Premisenone given

    Efforts to map degraded lands often aim to identify regions that could be converted to uses deemed more productive, particularly biofuel production.

    “Efforts to map degraded lands often aim to identify regions that could be converted to uses deemed more productive, particularly biofuel production.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationcitation

    Some degraded lands were once forests or savannas and may be better suited to restoration to those ecosystems, and their associated carbon sinks, rather than undergoing further development for agriculture.

    “Some degraded lands were once forests or savannas and may be better suited to restoration to those ecosystems, and their associated carbon sinks, rather than undergoing further development for agriculture (Houghton & Hackler, 2006;Piñeiro, Jobb agy, Baker, Murray, & Jackson, 2009).”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Houghton & Hackler, 2006

      Not checked in the free run.

    • cites Piñeiro, Jobb agy, Baker, Murray, & Jackson, 2009

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    Standard deviation, calculated independently for each 20 km cell, indicated the spread of the values that the four mapping methods ascribe to degraded area.

    “Standard deviation, calculated independently for each 20 km cell, indicated the spread of the values that the four mapping methods ascribe to degraded area.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    Linear regression indicated the presence or absence of any relationships between specific pairs of degradation mapping methods.

    “Linear regression indicated the presence or absence of any relationships between specific pairs of degradation mapping methods (e.g.expert opinion versus abandoned agriculture).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.

    Interpretationreasoning

    In many ways our focus on using degraded lands is a distraction; it lulls us into complacency by implying that we can easily continue meeting global demands for agricultural commodities.

    “In many ways our focus on using degraded lands is a distraction; it lulls us into complacency by implying that we can easily continue meeting global demands for agricultural commodities.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S4 (based). May combine two claims.

    Interpretationnone given

    Leakage may occur as communities evicted from such degraded areas are pushed into the forest frontier, or they could face reduced livelihoods if pushed onto even lower quality lands.

    “Leakage may also occur as communities evicted from such degraded areas are pushed into the forest frontier, or they could face reduced livelihoods if pushed onto even lower quality lands.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationcitation

    Emphasizing and mapping these vulnerable regions may also facilitate large-scale economic land acquisitions, as countries perceived to have more cultivable land are likely to be more attractive to investment by others.

    “Emphasizing and mapping these vulnerable regions may also facilitate largescale economic land acquisitions, as countries perceived to have more cultivable land are likely to be more attractive to investment by others (Deininger & Byerlee, 2011).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Deininger & Byerlee, 2011

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Visual comparison was useful in identifying large differences between maps at the global scale.

    “Visual comparison was useful in identifying large differences between maps at the global scale.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).

    Interpretationnone given

    The estimates provided here provide a starting point for considering the potential of degraded land.

    “The estimates provided here provide a starting point for considering the potential of degraded land.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.

    Interpretationcitation

    Despite uncertainties in these estimates of degraded areas and their ideal uses, improved understanding of our global land base is necessary to address worldwide land scarcity, and to develop policies around bioenergy and large-scale land acquisitions.

    “Despite uncertainties in these estimates of degraded areas and their ideal uses, improved understanding of our global land base is necessary to address worldwide land scarcity, and to develop policies around bioenergy and large-scale land acquisitions (Lambin & Meyfroidt, 2011;Lambin et al., 2013).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Lambin & Meyfroidt, 2011 source

      Not checked in the free run.

    • cites Lambin et al., 2013 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning

    They emphasize the urgency for new approaches that will likely require a combination of innovative satellite data analysis and extensive field inventories.

    “they emphasize the urgency for new approaches that will likely require a combination of innovative satellite data analysis and extensive field inventories.”
    Quote in the paperNot a substantial claim
88 of 88
  • The authors state this as an assumption.

    Any pixel with a negative trend in RUE-adjusted NDVI is degraded over its full area.

    “Following the method used by Bai et al. (2008), we assumed that any pixel with a negative trend in RUE-adjusted NDVI is degraded over its full area.”
  • The authors state this as an assumption.

    Marginal productivity is an indicator of land fragility or sensitivity to over-utilization.

    “Marginal productivity is assumed to be an indicator of land fragility or sensitivity to over-utilization.”
  • The paper relies on this without support.

    There are no accepted values against which to compare estimates of degraded land.

    “there are no accepted values against which to make comparisons”
  • The paper relies on this without support.

    During periods of widespread degradation covering upward of 75 percent of the world's land surface, agricultural production continued to increase.

    “during these periods of widespread degradation covering upward of 75 percent of the world's land surface, we have continued to increase our agricultural production”
  • The paper relies on this without support.

    Degradation is a dynamic and subjective condition.

    “capturing a dynamic and subjective condition”
  • The paper relies on this without support.

    Site-specific context, such as soil type, topography, farming practices and land use history, influences degradation.

    “Site-specific context, such as soil type, topography, farming practices and land use history, all influence degradation.”
  • The paper relies on this without support.

    The recoverability of degraded lands is not in linear relationship with its degradation pressure.

    “the recoverability of degraded lands is not in linear relationship with its degradation pressure”
  • The paper relies on this without support.

    There is a tipping point beyond which the resources needed to recover degraded land may no longer justify its improvement.

    “Beyond this threshold, the resources needed to recover the land may no longer justify its improvement.”
  • The paper relies on this without support.

    Irrigation will be needed in many degraded regions and will stress worldwide water supply.

    “Irrigation will undoubtedly be needed in many degraded regions and this will stress our already tenuous worldwide water supply.”
9 of 9

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

Cites

Flagged first, then by citations

Research works printed but not linked: 2

  1. Dregne, 1992, Global desertification dimensions and costs, Degradation & Restoration of Arid Lands, 73
  2. Wiegmann, K., Hennenberg, K. J., Fritsche, U. R. (2008). Degraded land and sustainable bioenergy feedstock production. Paper presented at the joint international workshop on high natural value criteria and potential for sustainable use of degraded Lands, Paris.

Cited by

Sorted by citations

Authors
Gibbs, H. K., & Salmon, J. M.
Affiliations
University of Wisconsin–Madison (US)
Corresponding author
Gibbs, H.K.
Venue
Applied Geography
Publisher
Elsevier BV
Published
2015-02
Volume
57
Pages
12-21
ISSN
0143-6228 (ISSN-L)
OpenAlex
W2046206266
Cited by
753
References
71
Citations by year
2026: 63 · 2025: 88 · 2024: 82 · 2023: 89 · 2022: 98 · 2021: 79 · 2020: 83 · 2019: 69 · 2018: 39 · 2017: 39 · 2016: 22 · 2015: 2
FWCI
17.36
Type
journal article
Language
en
Open access
Locations
Applied Geography (publishedVersion, cc-by-nc-nd)
Topics
  • Physical Sciences › Environmental Science › Global and Planetary Change › Land Use and Ecosystem Services
  • Life Sciences › Agricultural and Biological Sciences › General Agricultural and Biological Sciences › Agriculture, Land Use, Rural Development
  • Life Sciences › Agricultural and Biological Sciences › Soil Science › Soil erosion and sediment transport
Keywords
degraded land, land scarcity, agricultural land demand, satellite remote sensing, biophysical model, abandoned farmland

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-10.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-10.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

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