Land inequality and deforestation in the Brazilian Amazon
Open accessAbstract
This paper investigates the relationship between land concentration and deforestation in the Brazilian Amazon. It develops a conceptual framework in which an individual may have three alternatives: to be a farmer in an already established place, to be a rural worker, or to migrate to the agricultural frontier in order to deforest. This model implies that land inequality affects deforestation positively. Based on data from municipalities with positive deforestation from 2002 to 2011, a model has been estimated to test this theoretical prediction. By making use of an instrumental variable, results show that there is statistical evidence to support the existence of a direct relationship between land inequality and deforestation. Results are stronger for the period 2002–2005. This might be due to command and control policies which have significantly increased the cost of clearing land since the mid-2000s.
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Written from the paper’s full text.
TL;DR
This paper develops an occupational-choice model in which land inequality reduces access to land and pushes migration to the agricultural frontier, increasing deforestation in the Brazilian Amazon. Using municipal cross-sections from 2002–2011 and an instrumental-variable strategy, it finds a positive relationship between land concentration and deforestation, stronger in 2002–2005 than later.
Key findings
- Land inequality is positively associated with deforestation in the Legal Amazon. In OLS, the migration-weighted Composed Gini for 1995 has a coefficient of 0.047* for 2002–2005, while the Composed Gini for 2005 is 0.016 (not significant) for 2006–2011.
- Under 2SLS with the migration-weighted idle productive land instrument, the Composed Gini coefficients are 0.576* and 0.536* for 2002–2005, and 0.975 and 0.714* for 2006–2011; however, the paper notes only the 2002–2005 results appear robust by the weak-identification rule of thumb (F-statistic at least 10).
- Robustness checks with alternative time spans show the effect only for 2002–2004 (Composed Gini 95 = 0.050), not for 2005–2008 (0.009) or 2009–2011 (−0.033).
- Cattle prices and rural credit generally have positive and relatively stable coefficients, while rural settlements for land reform are not statistically significant.
Methods
- The paper builds a simple overlapping-generations occupational-choice model where individuals choose to be a farmer, a rural worker, or a migrant who clears land at the frontier; land inequality reduces accessible land and raises incentives to migrate and deforest.
- The empirical analysis uses cross-sections of municipalities in the Legal Amazon with positive deforestation, split into 2002–2005 and 2006–2011. The dependent variable is the log of annual deforestation increment as a share of municipality area, based on PRODES satellite data.
- The main independent variable is a migration-weighted Composed Gini of land holdings from Agricultural Census data (1995 and 2005), lagged and based on municipalities of origin of migrants. The IV is a similarly migration-weighted share of idle productive land measured 10 years earlier. Estimation uses OLS and 2SLS with controls for cattle prices, rural credit, settlements, geography, and state dummies, plus robustness checks with alternative periods and panel fixed effects.
Limitations
- Stated: The exclusion restriction for the IV is not fully guaranteed; the instrument could be correlated with contemporaneous push factors to migration that directly affect deforestation. The paper adds controls for origin-municipality characteristics but cannot definitively rule this out.
- Stated: Weak identification is a concern. The paper applies the rule of thumb that the F-statistic should be at least 10 and concludes that only the 2002–2005 results appear robust; the 2006–2011 estimates have weaker first stages.
- Stated: In the panel fixed-effects with IV specification, the relationship remains positive but is not statistically significant, which the paper attributes to noisy within-variation from policy discontinuities and the inertial structural pattern of land inequality. Evident: land-concentration data are only available from decennial Agricultural Censuses, preventing annual panel estimation and forcing reliance on cross-sections.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
1 of 23 cited sources checked · 0 supported · 0 flagged · accuracy not yet measured
- Findingown data
Albeit less significantly, results for the period 2006-2011 still point to a positive relationship between land inequality and deforestation.
“Nevertheless, albeit less significantly, results for the period 2006-2011 still point to a positive relationship between land inequality and deforestation.”
Quote in the paperSubstantial claim - Findingown data
Results point to a positive relationship between land inequality and deforestation in the Legal Amazon.
“Results point to a positive relationship between land inequality and deforestation in the Legal Amazon.”
Quote in the paperSubstantial claim - Findingreasoning
Coefficient estimators have a significant drop from the period 2002-2005 to the period 2006-2011.
“Overall, coefficient estimators have a significant drop from the period 2002-2005 to the period 2006-2011.”
Quote in the paperSubstantial claim - Findingown data
The validity check of the IV, considering variables in municipalities of origin, still points to a positive relationship between land concentration and deforestation.
“Results in this exercise still point to a positive relationship between land concentration and deforestation.”
Quote in the paperSubstantial claim - Findingown data
Rural settlements to land reform fail to present statistically significant coefficients.
“Another policy variable, rural settlements to land reform, fails to present statistical significant coefficients.”
Quote in the paperSubstantial claim
- Findingown data
The variable Gini Migrants has more economic and statistical significance in both periods.
“The variable Gini Migrants is that which has more economic and statistical significance in both periods.”
Quote in the paperSubstantial claim - Findingown data
The IV is related to inequality.
“Although results in table 4 show that the IV is related to inequality”
Quote in the paperSubstantial claim - Findingnone given
Even when one considers alternative variables for land concentration, results lose economic and statistical significance.
“Even when one considers alternative variables for land concentration, results lose economic and statistical significance.”
Quote in the paperNot a substantial claim - Findingown data
There is a positive relationship between land concentration and deforestation, especially for the period 2002-2005.
“From table 1, it is possible to observe, as a first analysis, that there is a positive relationship between land concentration and deforestation, especially for the period 2002-2005.”
Quote in the paperSubstantial claim - Findingown data
There is statistical evidence to support a direct relationship between land inequality and deforestation.
“By making use of an instrumental variable, results show that there is statistical evidence to support the existence of a direct relationship between land inequality and deforestation.”
Quote in the paperSubstantial claim - Findingcitation
Once the F-statistic rule is applied, only the results for the period 2002-2005 appear to be robust.
“Once this is applied, only the results for the period 2002-2005 appear to be robust.”
Quote in the paperSubstantial claim - Findingown data
Results under 2SLS estimation show a positive and robust coefficient for land inequality.
“Results under 2SLS estimation show a positive and robust coefficient for land inequality.”
Quote in the paperSubstantial claim - Findingown data
Comparing results from tables 4 and 5, the results change remarkably little with the inclusion of additional controls.
“Overall, comparing results from tables 4 and 5, it can be seen that the results change remarkably little with the inclusion of additional controls.”
Quote in the paperSubstantial claim - Findingreasoning
The positive relationship between land inequality and deforestation is stronger for the period 2002-2005 than for 2006-2011.
“Results are stronger for the period 2002-2005.”
- Also stated in: § 1. Introduction · plain
“Results are stronger for the period 2002-2005 than for 2006-2011.”
Quote in the paperSubstantial claim - Also stated in: § 1. Introduction · plain
- Findingreasoning
Results are stronger for the first period considered, 2002-2005.
“Results are stronger for the first period considered, 2002-2005.”
Quote in the paperNot a substantial claim - Study design and conductnone given
Using a fixed effects model allows identification of the effects of land concentration on deforestation independent of time-invariant omitted variables.
“Another way to deal with unobserved effects is to consider a panel structure based on the two periods considered: using a fixed effects model allows us to identify the effects of land concentration on deforestation independent of time-invariant omitted variables.”
Quote in the paperSubstantial claim - Interpretationcitation
There is a high correlation between the amount of idle land and the Gini index for land holdings.
“This leads to a high correlation between the amount of idle land and the Gini index for land holdings.”
Quote in the paperSubstantial claim - Study design and conductnone given
The instrument variable is measured 10 years before the land concentration measure is utilized.
“Regarding concerns with validity of the instrument, the variable is measured 10 years before the land concentration measure is utilized.”
Quote in the paperSubstantial claim - Premisecitation
The mean size of farms that keep idle productive land is larger than farms that make agricultural use of most of their available productive land.
“the mean size of farms that keep idle productive land is larger than farms that make agricultural use of most of their available productive land (Assunc ¸ão, 2008).”
- Also stated in: § 2. Related literature · plain
“Assunc ¸ão (2008) shows that the mean size of farms that keep idle productive land is larger than that of farms that make agricultural use of most of their available productive land.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Assunc ¸ão, 2008
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Also stated in: § 2. Related literature · plain
- Interpretationreasoning
Land inequality, by reducing access to land, is positively related to deforestation.
“It concludes that land inequality, by reducing access to land, is positively related to deforestation.”
Quote in the paperSubstantial claim - Premisecitation
Deforestation trends in the Legal Amazon and within settlements are very similar.
“Soave Junior et al. (2014) show that deforestation trends in the Legal Amazon and within settlements are very similar.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Soave Junior et al. (2014)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationreasoning
As land access is reduced, economic opportunities associated with deforestation at the frontier increase.
“As land access is reduced, economic opportunities associated with deforestation at the frontier increase.”
Quote in the paperSubstantial claim - Interpretationreasoning
The effect of land inequality becomes ceteris paribus less important.
“Thus, the effect of land inequality becomes ceteris paribus less important.”
Quote in the paperSubstantial claim - Interpretationcitation
A positive relation between land concentration and the amount of idle productive land should be found.
“Thus, a positive relation between land concentration and the amount of idle productive land should be found.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Assunc ¸ão's 2008
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- The authors state this as an assumption: Unproductive farms are (weakly) larger than agricultural farms on average.
- Interpretationown data
These results signal that there are strong economic incentives for deforestation in the Brazilian Amazon region.
“These results are in line with a large number of authors' findings and signal that there are strong economic incentives for deforestation in the Brazilian Amazon region”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Alston et al., 1999;Margulis, 2003;Roebeling and Hendrix, 2010;Hargrave and Kis-Katos, 2013;Assunc ¸ão et al., 2015
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationreasoning
The model implies that land inequality affects deforestation positively.
“This model implies that land inequality affects deforestation positively.”
Quote in the paperSubstantial claim- The authors state this as an assumption: Deforestation results from an economic reasoning that compares payoffs from farming and from clearing land at the frontier.
- The authors state this as an assumption: There are no credit or land rental markets.
- The authors state this as an assumption: Accessible land is a function of land inequality.
- The authors state this as an assumption: There will be a production function with fixed technology in labor and land.
- The authors state this as an assumption: If the decision is to clear land, the individual does not need to employ labor and receives a profit b.
- The authors state this as an assumption: Land distribution is not binding on the size of L.
- Study design and conductreasoning
The alternative measure of land inequality weighted by migrant share may lead to an endogeneity problem because migration patterns may be affected by other factors such as the availability of roads.
“As the formula takes into consideration the number of migrants, this second measure of land inequality may lead to an endogeneity problem: migration patterns may be affected by other factors such as the availability of roads.”
Quote in the paperSubstantial claim - Study design and conductreasoning
The measure of land concentration (migration-weighted Gini) is exogenous to deforestation.
“Thus, this measure of land concentration is both exogenous to deforestation and makes more sense within the conceptual framework”
Quote in the paperSubstantial claim - Premisecitation
In established frontiers, land scarcity arises in part due to land kept idle by large land owners, leading to a process of land concentration.
“In addition, as argued by Walker and Homma (1996), in established frontiers, land scarcity arises in part due to land kept idle by large land owners, leading to a process of land concentration.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Walker and Homma (1996) source
- Premisereasoning
This increase in the cost, as argued by proposition 1, leads to a reduction in the activity of clearing land.
“This increase in the cost, as argued by proposition 1, leads to a reduction in the activity of clearing land.”
Quote in the paperSubstantial claim - Interpretationreasoning
When one uses a panel approach, the relationship under investigation is masked by other important factors that are changing fast, such as conservation policies.
“Therefore, as land inequality has an inertial structural pattern without any sharp changes, when one uses a panel approach, the relationship under investigation is masked by other important factors that are changing fast, such as conservation policies.”
Quote in the paperSubstantial claim- Rests on an assumption: Land inequality has an inertial structural pattern without any sharp changes.
- Interpretationreasoning
Results from table 5, with additional controls, seem to reinforce the validity of the instrument, especially for the period 2002-2005.
“Thus, results from table 5, with additional controls, seem to reinforce the validity of the instrument, especially for the period 2002-2005.”
Quote in the paperSubstantial claim - Interpretationreasoning
The fixed effects model has a noisy within-variation since deforestation has decreased in the second period due to the shift in its cost.
“Thus, the fixed effects model, although helpful in dealing with timeinvariant unobservable variables, has a noisy within-variation since deforestation has decreased in the second period due to the shift in its cost”
Quote in the paperSubstantial claim - Interpretationreasoning
Settlements in the Amazon do not present additional pressure on deforestation.
“This result suggests that settlements in the Amazon do not present additional pressure on deforestation.”
Quote in the paperSubstantial claim
- May combine two claims. 24
- The quote only partly states this claim. 1
- Classified as probably not a substantial claim. 19
May combine two claims.
PremisecitationDeforestation confers on the occupant greater capitalization (because deforested land is more valued) and provides benefits through the sale of wood and the development of cattle activities.
“In fact, as observed in section 2, deforestation confers on the occupant greater capitalization (because deforested land is more valued) and provides benefits through the sale of wood and the development of cattle activities.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Castro (2005) source
The Introduction links capitalization and income to cattle ranching alongside timber exploitation, and section 9 says settlers sell wood from their plots. But the paper does not say that clearing itself makes land more valuable; section 5 instead links rising land prices to new demand for soy production. The specific explanation for greater capitalization is therefore unsupported. (LLM, conf=0.86)
Experimental — accuracy not yet measured
May combine two claims.
Findingown dataCattle prices and rural credit have positive and relatively stable positive coefficients.
“As expected, cattle prices and rural credit have positive and relatively stable positive coefficients.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn OLS with covariates, the Composed Gini estimator is positive and statistically significant in 2002-2005, and significance disappears in 2006-2011.
“During the period 2002-2005, the estimator is positive and statistically significant.In the period 2006-2011, significance disappears.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe coefficients of Gini are unstable and without significance.
“Regarding the coefficients of Gini, they, again, are unstable and without significance.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataEmpirical results confirm the theoretical hypothesis and show a positive relationship between land concentration and deforestation.
“Empirical results confirm the theoretical hypothesis and show a positive relationship between land concentration and deforestation.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataResults are valid only in the period 2002-2004; for the periods 2005-2008 and 2009-2011, the estimator for the effects of land inequality is not different from zero.
“Indeed, as can be seen from table 6, results are valid only in the period 2002-2004. For the periods 2005-2008 and 2009-2011, the estimator for the effects of land inequality is not different from zero.”
Quote in the paperSubstantial claimMay combine two claims.
FindingreasoningResults still point to a positive relationship between land inequality and deforestation, although not statistically significant when considering a fixed effects with IV model.
“Results still point to a positive relationship between land inequality and deforestation, although not statistically significant when considering a fixed effects with IV model.”
Quote in the paperSubstantial claimMay combine two claims.
FindingreasoningThe analysis is split into two periods (2002-2005 and 2006-2011) because deforestation significantly decreased since 2005 and another shift occurred in 2008.
“This division is due to two reasons.First, deforestation has significantly decreased since 2005.Another shift in its trend occurred in 2008.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe Gini of the municipality itself is significant, albeit small and with its sign moving from positive to negative across time periods.
“Finally, the Gini of the municipality itself is significant, albeit small and with its sign moving from positive to negative across time periods.”
Quote in the paperNot a substantial claimThe quote only partly states this claim.
Findingown dataA robustness check with three different periods (2002-2004, 2005-2008, 2009-2011) shows a decreasing effect as time elapses.
“Again, results show a decreasing effect as time elapses.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Findingnone givenUsing the total area minus the area occupied by cities and water does not change the results.
“Using the total area minus the area occupied by cities and water does not change the results.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationTole (2004) argues that the degree of land accessibility is a function of rural population density and land inequality, and unequal systems do worse in accommodating population pressures.
“In her framework, the degree of land accessibility is a function of rural population density and land inequality, where unequal systems do worse in accommodating population pressures than more egalitarian systems.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Tole, 2004 source
May combine two claims.
InterpretationreasoningThe empirical findings suggest that welfare improvements may lead to less deforestation and improved land use.
“The empirical findings suggest that, when the effects of land distribution on occupational choices and how they relate to deforestation are taken into account, it is clear that there is a substantial role for welfare improvements that may well lead to a situation with less deforestation and improved land use.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningAn increase in land inequality jointly decreases agricultural production and tends to increase deforestation.
“Within such a framework, an increase in land inequality jointly decreases agricultural production and tends to increase deforestation.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningCeteris paribus, higher land concentration leads to migration and promotes higher deforestation rates.
“Thus, ceteris paribus, higher land concentration leads to migration and promotes higher deforestation rates.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationAs property rights are badly defined, deforestation improves the chance of acquiring property rights over land, which may lead to land speculation that reinforces land clearing.
“as property rights are badly defined, the process of deforestation improves the chance of acquiring property rights over land; this, in turn, may often lead to land speculation processes that reinforce even further land clearing”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Fearnside, 1992
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Schneider, 1994
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Oz ório De Almeida and Campari, 1995
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S4 (based).
Study design and conductnone givenThe OLS estimator can still suffer from omitted variable bias.
“As argued before, the OLS estimator can still suffer from omitted variable bias.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based).
Interpretationnone givenLand concentration may act as a push factor, expelling workers without opportunities to access land in a given municipality.
“Land concentration may act as a push factor, expelling workers without opportunities to access land in a given municipality.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationSome authors assign a role for the concentrated pattern of land occupation as a motivation for deforestation, because it results in exclusion from access to land.
“Some authors assign a role for the concentrated pattern of land occupation, as it results in exclusion from access to land as a motivation for deforestation”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Becker, 1991
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Fearnside, 1992
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Walker and Homma, 1996 source
May combine two claims.
PremisecitationDifficulties imposed for small producers lead them to bankruptcy and outmigration to new frontiers.
“The difficulties imposed for small producers leads them to bankruptcy and outmigration to new frontiers (Wood, 1983, cited in Walker andHomma, 1996).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Wood, 1983, cited in Walker andHomma, 1996
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationViolence, measured as homicide rate, and sanitation coverage represent externalities that might affect the decision to migrate.
“In addition, as described by Sousa (2013), some externalities are important when it comes to pushing migrants from their original locality: violence, measured as homicide rate, and sanitation coverage represent this kind of externality that might also affect the decision to migrate.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Sousa (2013)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
InterpretationreasoningThe policy discontinuity increases the cost of deforestation and is not fully captured by the controls, even when controlling for time fixed effects.
“In such a context, the policy discontinuity increases the cost of deforestation and is not fully captured by the controls, even when controlling for time fixed effects”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationA well-established result in the Brazilian Amazon is that the expansion of cattle ranching explains the pattern of deforestation.
“A well-established result in the Brazilian Amazon is related to the importance of the expansion of cattle ranching to explain the pattern of deforestation.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Assunc ¸ão et al., 2015
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
Study design and conductreasoningThe measure of land inequality can deal with reverse causality problems, but there is still room for omitted variable bias.
“In spite of the fact that the measure of land inequality can deal with reverse causality problems, there is still room for omitted variable bias.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Interpretationnone givenThe stronger results for 2002-2005 might be due to command and control policies that significantly increased the cost of clearing land since the mid-2000s.
“This might be due to command and control policies which have significantly increased the cost of clearing land since the mid-2000s.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationIn Brazil, deforestation is highly associated with economic incentives provided by the profitability of activities associated with land-use change.
“In Brazil deforestation is highly associated with economic incentives provided by the profitability of activities associated with land-use change (e.g., unsustainable logging, cattle ranching, cultivation).”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Fearnside, 1992
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Schneider, 1994
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Oz ório De Almeida and Campari, 1995
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Classified as probably not a substantial claim. May combine two claims.
Study design and conductreasoningThe measure of land concentration is lagged and based on other municipalities according to migration patterns.
“the measure of land concentration is lagged and based on other municipalities, according to the pattern of migration to the municipalities of interest.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
PremisecitationPrices in the southern state of Paraná are exogenous indicators for cattle prices in the Legal Amazon.
“Thus, they consider prices in the southern state of Paraná as exogenous indicators.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Assunc ¸ão et al., 2015
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Classified as probably not a substantial claim.
InterpretationreasoningThe combination of low access to land where the frontier is already well-established and the economic opportunities associated with clearing land creates a link between land inequality and deforestation.
“Thus, the combination of low access to land, where the frontier is already well-established, and the economic opportunities associated with clearing land, creates a link between land inequality and deforestation.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim. May combine two claims.
Study design and conductreasoningTwo problems may arise with OLS estimation: reverse causality and omitted variable bias.
“two problems may arise when simply testing this correspondence using an ordinary least squares (OLS) estimation.First, it is possible to have a problem of reverse causality in the model.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
Study design and conductreasoningIt is not clear that the exclusion restriction holds.
“Although results in table 4 show that the IV is related to inequality, it is not clear that the exclusion restriction holds.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S4 (based). May combine two claims.
InterpretationreasoningThe effect of land concentration need not be in the same municipality; inequality in access to land may work as a push factor leading to migration from one municipality to another in the agricultural frontier.
“The effect of land concentration need not be in the same municipality.Instead, it may be possible that inequality in the access to land works as a push factor leading to migration from one municipality to another in the agricultural frontier.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
PremisecitationAccording to Baum and Schaffer (2007), the F-statistic should be at least 10 for weak identification not to be considered a problem.
“However, according to Baum and Schaffer (2007), in order to test for weak identification, one should apply the 'rule of thumb' that the F-statistic should be at least 10 in order for weak identification not to be considered a problem.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Baum and Schaffer (2007)
May combine two claims.
Interpretationnone givenWithin the period of analysis, the Amazon experienced a large shift in command and control policies that led to a substantial increase in the cost of deforestation, thus leading to a discontinuity in deforestation figures.
“Within the period of analysis, the Amazon experienced a large shift in command and control policies that led to a substantial increase in the cost of deforestation, thus leading to a discontinuity in deforestation figures.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningDeforestation is positively related to land inequality, land prices, and cattle ranching profits; negatively related to cost of deforestation and agricultural prices and yields; the effect of wages is ambiguous.
“Proposition 1. Deforestation is positively related to land inequality (i), land prices (p), cattle ranching profits (b); and negatively related to cost of deforestation (c), and agricultural prices and yields (q).As for wages, the effect is ambiguous.”
Quote in the paperSubstantial claim- The authors state this as an assumption: Deforestation results from an economic reasoning that compares payoffs from farming and from clearing land at the frontier.
- The authors state this as an assumption: There are no credit or land rental markets.
- The authors state this as an assumption: Accessible land is a function of land inequality.
- The authors state this as an assumption: There will be a production function with fixed technology in labor and land.
- The authors state this as an assumption: If the decision is to clear land, the individual does not need to employ labor and receives a profit b.
- The authors state this as an assumption: Land distribution is not binding on the size of L.
Classified as probably not a substantial claim.
InterpretationreasoningAs government policies have become stricter in relation to deforestation, they can be interpreted as an increase in the cost of deforestation.
“As government policies have become stricter in relation to deforestation, they can be interpreted as an increase in the cost of deforestation.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationAssunção et al. (2015) relate shifts in trend to policies adopted by the Brazilian government.
“Assunc ¸ão et al. (2015) relate these shifts in trend to policies adopted by the Brazilian government.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Assunc ¸ão et al. (2015)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
PremisecitationThere were two major shifts in command and control policies for deforestation in the Legal Amazon: in 2004, a new plan PPCDAm was launched; in 2008, a presidential decree selected a list of priority municipalities.
“As Assunc ¸ão et al. (2015) point out, there were two major shifts in command and control policies for deforestation in the Legal Amazon.First, in 2004, a new plan -the PPCDAm -was launched to combat deforestation.The second turning point was the passing of a presidential decree that selected a list of priority municipalities in which to combat deforestation in 2008.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Assunc ¸ão et al. (2015)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
The authors state this as an assumption.
Deforestation results from an economic reasoning that compares payoffs from farming and from clearing land at the frontier.
“Therefore, it is assumed that deforestation results from an economic reasoning that compares payoffs from farming and from clearing land at the frontier.”
The authors state this as an assumption.
There are no credit or land rental markets.
“It is further assumed that there are no credit or land rental markets.”
The authors state this as an assumption.
Accessible land is a function of land inequality.
“An important assumption to be made, as argued by Tole (2004), is that accessible land is a function of land inequality.”
The authors state this as an assumption.
There will be a production function with fixed technology in labor and land.
“it is assumed that there will be a production function with fixed technology in labor and land.”
The authors state this as an assumption.
If the decision is to clear land, the individual does not need to employ labor and receives a profit b.
“If the decision is to clear land, it is assumed that the individual does not need to employ labor and receives a profit, b.”
The authors state this as an assumption.
Land distribution is not binding on the size of L.
“At this point, it assumed that land distribution is not binding on the size of L.”
The authors state this as an assumption.
The analysis rests on the assumption that land inequality affects deforestation with a time lag.
“Therefore, the analysis rests on the assumption that land inequality affects deforestation with a time lag.”
The paper relies on this without support.
Land concentration is quite stable.
“Furthermore, land concentration is quite stable.”
The authors state this as an assumption.
Inequality from 1995 affects deforestation in 2002-2005 and inequality in 2005 affects deforestation in 2006-2011.
“it can be assumed that inequality from 1995 affects the pattern of deforestation in the period [2002][2003][2004][2005] and that inequality in land holdings in 2005 affects the deforestation process in the period 2006-2011”
The authors state this as an assumption.
The identification strategy relies on the assumption that the way land concentration has been accounted for is not related to the error term.
“Thus, the identification strategy adopted relies on the assumption that the way land concentration has been accounted for is not related to the error term.”
The paper relies on this without support.
The literature on land inequality and deforestation in the Brazilian Amazon is very sparse.
“The literature on this theme is very sparse and even more so when the focus is the Brazilian Amazon.”
The paper relies on this without support.
Deforestation in the Amazon is deeply rooted in the process of land property accumulation.
“Deforestation in the Amazon is deeply rooted in the process of land property accumulation.”
The authors state this as an assumption.
Unproductive farms are (weakly) larger than agricultural farms on average.
“In order to assume this, Assunc ¸ão's (2008) dictum has been has been followed, which argues that unproductive farms are (weakly) larger than agricultural farms on average.”
The authors state this as an assumption.
Conditional on controls, the amount of idle productive land (10 years before) in municipalities of origin has no effect on deforestation in Amazonian municipalities other than through land inequality.
“That is to say, conditional on the controls included in table 4, the amount of idle productive land (10 years before the period under analysis) in the municipalities from which migrants came should have no effect on deforestation in Amazonian municipalities, other than its effect through land inequality.”
The paper relies on this without support.
Land inequality has an inertial structural pattern without any sharp changes.
“Therefore, as land inequality has an inertial structural pattern without any sharp changes, when one uses a panel approach, the relationship under investigation is masked by other important factors that are changing fast, such as conservation policies.”
The authors state this as an assumption.
Land inequality affected migration during the five years between censuses (2000-2010, 1995-2005).
“As populational censuses were carried out in 2000 and 2010, and agricultural censuses in 1995 and 2005, it is assumed that land inequality affected migration during these five years.”
The authors state this as an assumption.
If larger farms are kept idle, land inequality is positively related to accessibility to land.
“If larger farms are kept idle, the land inequality is assumed to be positively related to accessibility to land.”
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Land inequality is said to both reduce and increase access to land
MinorThe model says greater land concentration reduces access to land, but the later note says land inequality is positively related to accessibility. These state opposite directions for the paper's central mechanism.
“As land access is reduced, economic opportunities associated with deforestation at the frontier increase.Thus, ceteris paribus, higher land concentration leads to migration and promotes higher deforestation rates.”
“If larger farms are kept idle, the land inequality is assumed to be positively related to accessibility to land.”
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- Authors
- Sant'anna, A. A.
- Venue
- Environment and Development Economics
- Publisher
- Cambridge University Press (CUP)
- Published
- 2016-09-26
- Volume
- 22
- Issue
- 1
- Pages
- 1-25
- ISSN
- 1355-770X (ISSN-L)
- 1469-4395
- OpenAlex
- W2043810965
- Cited by
- 39
- References
- 36
- Citations by year
- 2026: 1 · 2025: 4 · 2024: 5 · 2023: 6 · 2022: 4 · 2021: 6 · 2020: 2 · 2019: 4 · 2018: 5 · 2017: 2
- FWCI
- 2.72
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Environment and Development Economics (publishedVersion)
- Munich Personal RePEc Archive (Ludwig Maximilian University of Munich) (acceptedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Anais do XL Encontro Nacional de Economia [Proceedings of the 40th Brazilian Economics Meeting] (submittedVersion)
- Topics
- Physical Sciences › Environmental Science › Global and Planetary Change › Conservation, Biodiversity, and Resource Management
- Life Sciences › Agricultural and Biological Sciences › Soil Science › Land Rights and Reforms
- Life Sciences › Agricultural and Biological Sciences › General Agricultural and Biological Sciences › Agriculture, Land Use, Rural Development
- Keywords
- land inequality, land concentration, deforestation, Brazilian Amazon, rural migration, agricultural frontier, command-and-control policy, land tenure
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