diff --git a/02-data/processed/relevant/Adam2018.yml b/02-data/processed/relevant/Adam2018.yml
index b88b362..a7f600f 100644
--- a/02-data/processed/relevant/Adam2018.yml
+++ b/02-data/processed/relevant/Adam2018.yml
@@ -1,4 +1,5 @@
-author:  Adam, C., Bevan, D., & Gollin, D.
+citation: Adam2018
+author: Adam, C., Bevan, D., & Gollin, D.
 year: 2018
 title: "Rural-urban linkages, public investment and transport costs: The case of tanzania"
 publisher: World Development
@@ -13,7 +14,7 @@ targeting: explicit
 group: rural workers
 data: national Tanzania Social Accounting Matrix (SAM, 2001); national administrative survey Integrated Labor Force Survey (2001), Tanzania Agricultural Sample Census (2003)
 
-design: quasi-experimental
+design: simulation
 method: general equilibrium model
 sample: 7
 unit: household
@@ -33,7 +34,7 @@ observation:
     measures: real consumption wage differences
     findings: results depend on financing scheme, each financing scheme entails some households being worse off; rural households worse off when infrastructure is deficit-financed or paid through tariff revenue; rural households benefit most when financed through consumption taxes or by external aid
     channels: movement of rural workers out of quasi-subsistence agriculture to other locations and sectors
-    direction: -1 
+    direction: -1
     significance: 2 # 0 nsg / 1 msg / 2 sg
 
 notes: there can be spatial differences to how connected regions within a country are to markets purely due to transport costs
@@ -42,7 +43,7 @@ annotation: |
   Generally it finds that the results of public investment measures into transport infrastructure largely depend on the financing scheme used.
   Comparing four financing schemes when looking at the effects on rural households, it finds that they are generally worse off when the development is deficit-financed or paid through tariff revenues.
   On the other hand, rural households benefit through increased income from measures financed through consumption taxes, or by external aid.
-  The general finding is that there is no pareto optimum for any of the investment measures for all locations, 
+  The general finding is that there is no pareto optimum for any of the investment measures for all locations,
   and that much of the increases in welfare are based on movement of rural workers out of quasi-subsistence agriculture to other locations and other sectors.
   The study creates causal inferences but is limited in its modeling approach representing a limited subset of empirical possibility spaces,
   as well as having to make the assumption of no population growth for measures to hold.
diff --git a/02-data/processed/relevant/Adams2015.yml b/02-data/processed/relevant/Adams2015.yml
index 7ebeea7..3e1c6d0 100644
--- a/02-data/processed/relevant/Adams2015.yml
+++ b/02-data/processed/relevant/Adams2015.yml
@@ -1,3 +1,4 @@
+cite: Adams2015
 author: Adams, S., & Atsu, F.
 year: 2015
 title: "Assessing the distributional effects of regulation in developing countries"
diff --git a/02-data/processed/relevant/Al-Mamun2014.yml b/02-data/processed/relevant/Al-Mamun2014.yml
index 29c0af2..af1e787 100644
--- a/02-data/processed/relevant/Al-Mamun2014.yml
+++ b/02-data/processed/relevant/Al-Mamun2014.yml
@@ -1,3 +1,4 @@
+cite: Al2014
 author: Al-Mamun, A., Wahab, S. A., Mazumder, M. N. H., & Su, Z.
 year: 2014
 title: Empirical Investigation on the Impact of Microcredit on Women Empowerment in Urban Peninsular Malaysia
@@ -14,7 +15,7 @@ group: women
 data: structured face-to-face interviews
 
 design: quasi-experimental
-method: cross-sectional stratified random sampling
+method: cross-sectional stratified random sampling; OLS, multiple regression analysis
 sample: 242
 unit: individual
 representativeness: subnational, urban
diff --git a/02-data/processed/relevant/Alinaghi2020.yml b/02-data/processed/relevant/Alinaghi2020.yml
index 31c16d9..eba5780 100644
--- a/02-data/processed/relevant/Alinaghi2020.yml
+++ b/02-data/processed/relevant/Alinaghi2020.yml
@@ -1,4 +1,5 @@
-author: Alinaghi, N., Creedy, J., & Gemmell, N. 
+cite: Alinaghi2020
+author: Alinaghi, N., Creedy, J., & Gemmell, N.
 year: 2020
 title: "The redistributive effects of a minimum wage increase in New Zealand: A microsimulation analysis"
 publisher: Australian Economic Review
@@ -8,9 +9,9 @@ discipline: economics
 
 country: New Zealand
 period: 2012-2013
-maxlength: 
+maxlength:
 targeting: implicit
-group: 
+group:
 data: New Zealand Household Economic Survey (HES)
 
 design: simulation
diff --git a/02-data/processed/relevant/Bailey2012.yml b/02-data/processed/relevant/Bailey2012.yml
index b5ba900..d6f6c75 100644
--- a/02-data/processed/relevant/Bailey2012.yml
+++ b/02-data/processed/relevant/Bailey2012.yml
@@ -1,4 +1,5 @@
-author: Bailey, M. J., Hershbein, B., & Miller, A. R. 
+cite: Bailey2012
+author: Bailey, M. J., Hershbein, B., & Miller, A. R.
 year: 2012
 title: The Opt-In Revolution? Contraception and the Gender Gap in Wages
 publisher: "Economic journal: applied economics"
@@ -14,7 +15,7 @@ group: young women
 data: longitudinal administrative National Longitudinal Survey of Young Women (NLS-YW)
 
 design: quasi-experimental
-method: linear regression models, Oaxaca-Blinder decomposition with recentered influence function (RIF) procedure
+method: linear regression models; OLS; Oaxaca-Blinder decomposition with recentered influence function (RIF) procedure
 sample: 5159
 unit: individual
 representativeness: national
diff --git a/02-data/processed/relevant/Bartha2020.yml b/02-data/processed/relevant/Bartha2020.yml
index bf61d3a..108659d 100644
--- a/02-data/processed/relevant/Bartha2020.yml
+++ b/02-data/processed/relevant/Bartha2020.yml
@@ -1,4 +1,5 @@
-author: Bartha, A., & Zentai, V. 
+cite: Bartha2020
+author: Bartha, A., & Zentai, V.
 year: 2020
 title: "Long-term care and gender equality: Fuzzy-set ideal types of care regimes in europe"
 publisher: Social inclusion (vol. 8, issue 4, pp. 92–102)
diff --git a/02-data/processed/relevant/Blumenberg2014.yml b/02-data/processed/relevant/Blumenberg2014.yml
index a6ef85e..886630b 100644
--- a/02-data/processed/relevant/Blumenberg2014.yml
+++ b/02-data/processed/relevant/Blumenberg2014.yml
@@ -1,3 +1,4 @@
+cite: Blumenberg2014
 author: Blumenberg, E., & Pierce, G.
 year: 2014
 title: A Driving Factor in Mobility? Transportation’s Role in Connecting Subsidized Housing and Employment Outcomes in the Moving to Opportunity (MTO) Program
@@ -11,7 +12,7 @@ period: 1994-2001
 maxlength: 84
 targeting: implicit
 group: poor women
-data: baseline and follow-up survey; 
+data: baseline and follow-up survey;
 
 design: experimental
 method: RCT; multinomial regression model
@@ -60,7 +61,7 @@ annotation: |
   as well as including those households that are located in 'transit-rich' areas.
   Access to better transit itself is related to employment probability but not gains in employment -
   the authors suggest this reflects individuals' strategic relocation to use public transit for their job.
-  However, moving to a better transit area itself does not increase employment probability, 
+  However, moving to a better transit area itself does not increase employment probability,
   perhaps pointing to a certain threshold required in transit extensiveness before it facilitates employment.
   Ultimately, the findings suggest the need to further individual acess to automobiles in disadvantaged households or for extensive transit network upgrade which have to cross an efficiency threshold.
   Some limitations of the study are its models low explanatory power for individual outcomes, more so among disadvantaged population groups,
diff --git a/02-data/processed/relevant/Broadway2020.yml b/02-data/processed/relevant/Broadway2020.yml
index 075fe8d..44b934d 100644
--- a/02-data/processed/relevant/Broadway2020.yml
+++ b/02-data/processed/relevant/Broadway2020.yml
@@ -1,8 +1,9 @@
-author: Broadway, B., Kalb, G., McVicar, D., & Martin, B. 
+cite: Broadway2020
+author: Broadway, B., Kalb, G., McVicar, D., & Martin, B.
 year: 2020
 title: The Impact of Paid Parental Leave on Labor Supply and Employment Outcomes in Australia
 publisher: Feminist Economics
-uri: https://doi.org/10.1080/13545701.2020.1718175 
+uri: https://doi.org/10.1080/13545701.2020.1718175
 pubtype: article
 discipline: economics
 
@@ -17,7 +18,7 @@ design: quasi-experimental
 method: propensity score matching
 sample: 5000
 unit: individuals
-representativeness: national
+representativeness: national, census
 causal: 1 # 0 correlation / 1 causal
 
 theory:
@@ -37,7 +38,7 @@ observation:
     significance: 2 # 0 nsg / 1 msg / 2 sg
 
 notes: child-care costs may have additional dampening effect on rtw
-annotation: | 
+annotation: |
   A study on the introduction of univeral paid maternal leave in Australia, looking at its impacts on mothers returning to work and the conditions they return under.
   It finds that, while there is a short-term decrease of mothers returning to work since they make use of the introduced leave period, over the long-term (after six to nine months) there is a significant positive impact on return-to-work.
   Furthermore, there is a positive impact on returning to work in the same job and under the same conditions,
diff --git a/02-data/processed/relevant/Carstens2018.yml b/02-data/processed/relevant/Carstens2018.yml
index 4baaf75..4dbd7f9 100644
--- a/02-data/processed/relevant/Carstens2018.yml
+++ b/02-data/processed/relevant/Carstens2018.yml
@@ -1,4 +1,5 @@
-author: Carstens, C., & Massatti, R. 
+cite: Carstens2018
+author: Carstens, C., & Massatti, R.
 year: 2018
 title: Predictors of labor force status in a random sample of consumers with serious mental illness
 publisher: Journal of Behavioral Health Services & Research
@@ -31,7 +32,7 @@ observation:
     type: 1 # 0 vertical / 1 horizontal
     indicator: 1 # 0 absolute / 1 relative
     measures: employment probability
-    findings: LFP significantly increased for employment incentives; significantly reduced for employment barriers and Medicaid ABD programme participation; marginally reduced for 
+    findings: LFP significantly increased for employment incentives; significantly reduced for employment barriers and Medicaid ABD programme participation; marginally reduced for
     channels: Medicaid ABD generates benefits trap of disability determination
     direction: -1 # -1 neg / 0 none / 1 pos
     significance: 2 # 0 nsg / 1 msg / 2 sg
diff --git a/02-data/processed/relevant/Chao2022.yml b/02-data/processed/relevant/Chao2022.yml
index 3e1a475..2f23cbd 100644
--- a/02-data/processed/relevant/Chao2022.yml
+++ b/02-data/processed/relevant/Chao2022.yml
@@ -1,4 +1,5 @@
-author: Chao, C.-C., Ee, M. S., Nguyen, X., & Yu, E. S. H. 
+cite: Chao2022
+author: Chao, C.-C., Ee, M. S., Nguyen, X., & Yu, E. S. H.
 year: 2022
 title: "Minimum wage, firm dynamics, and wage inequality: Theory and evidence"
 publisher: International Journal Of Economic Theory
@@ -13,7 +14,7 @@ targeting:
 group: formal workers
 data: WB Doing Business Survey, WDI, ILOSTAT
 
-design: quasi-experimental
+design: simulation
 method: dual economy general-equilibrium model
 sample: 43
 unit: country
@@ -40,7 +41,7 @@ notes:
 annotation: |
   A study looking at the effects of minimum wage increases on a country's income inequality, looking at the impacts in a sample of 43 countries, both LMIC and HIC.
   Using a general-equilibrium model, it finds that there are differences between the short-term and long-term effects of the increase:
-  In the short term it leads to a reduction of the skilled-unskilled wage gap, however an increase in unemployment and welfare, 
+  In the short term it leads to a reduction of the skilled-unskilled wage gap, however an increase in unemployment and welfare,
   while in the long term the results are an overall decrease in wage inequality as well as improved social welfare.
   It finds those results primarily stem from LMIC which experience significant effects driven by a long-term firm exit from the urban manufacturing sector thereby increasing available capital for the rural agricultural sector, while in HIC the results remain insignificant.
   The study uses the Gini coefficient for identifying a country's inequality.
diff --git a/02-data/processed/relevant/Cieplinski2021.yml b/02-data/processed/relevant/Cieplinski2021.yml
index 7d8d6a2..ed6f646 100644
--- a/02-data/processed/relevant/Cieplinski2021.yml
+++ b/02-data/processed/relevant/Cieplinski2021.yml
@@ -1,4 +1,5 @@
-author: Cieplinski, A., D’Alessandro, S., Distefano, T., & Guarnieri, P. 
+cite: Cieplinski2021
+author: Cieplinski, A., D’Alessandro, S., Distefano, T., & Guarnieri, P.
 year: 2021
 title: "Coupling environmental transition and social prosperity: A scenario-analysis of the Italian case"
 publisher: Structural Change and Economic Dynamics
@@ -15,7 +16,7 @@ data: ISTAT national accounts 2010,2014; EU-KLEMS LM data
 
 design: simulation
 method: dynamic macrosimulation model
-sample: 
+sample:
 unit: individual
 representativeness: national
 causal: 1 # 0 correlation / 1 causal
diff --git a/02-data/processed/relevant/Clark2019.yml b/02-data/processed/relevant/Clark2019.yml
index 6385cba..d527b04 100644
--- a/02-data/processed/relevant/Clark2019.yml
+++ b/02-data/processed/relevant/Clark2019.yml
@@ -1,4 +1,5 @@
-author: Clark, S., Kabiru, C. W., Laszlo, S., & Muthuri, S. 
+cite: Clark2019
+author: Clark, S., Kabiru, C. W., Laszlo, S., & Muthuri, S.
 year: 2019
 title: The Impact of Childcare on Poor Urban Women’s Economic Empowerment in Africa
 publisher: Demography
@@ -33,7 +34,7 @@ observation:
     measures: employment probability difference
     findings: subsidy increased employment probability (8.5ppts) for poor married mothers
     channels: increased ability to work through lower childcare burden
-    direction: 1 
+    direction: 1
     significance: 2 # 0 nsg / 1 msg / 2 sg
   - intervention: subsidy (childcare)
     institutional: 0
@@ -49,7 +50,7 @@ observation:
     significance: 2 # 0 nsg / 1 msg / 2 sg
 
 notes:
-annotation: | 
+annotation: |
   An experimental study on the impacts of providing childcare vouchers to poor women in urban Kenya, estimating the impacts on their economic empowerment.
   The empowerment is measured through disaggregated analyses of maternal income, employment probability and hours worked.
   It finds that, for married mothers there was a significantly positive effect on employment probability and hours worked, suggesting their increased ability to work through lower childcare costs increasing personal agency.
diff --git a/02-data/processed/relevant/Davies2022.yml b/02-data/processed/relevant/Davies2022.yml
index cfc5e86..4f129e0 100644
--- a/02-data/processed/relevant/Davies2022.yml
+++ b/02-data/processed/relevant/Davies2022.yml
@@ -1,4 +1,5 @@
-author: Davies, J. M., Brighton, L. J., Reedy, F., & Bajwah, S. 
+cite: Davies2022
+author: Davies, J. M., Brighton, L. J., Reedy, F., & Bajwah, S.
 year: 2022
 title: "Maternity provision, contract status, and likelihood of returning to work: Evidence from research intensive universities in the UK"
 publisher: Gender Work And Organization
@@ -17,7 +18,7 @@ design: observational
 method: cross-sectional; pooled odds ratios
 sample: 17
 unit: employer
-representativeness:
+representativeness: local
 causal: 0 # 0 correlation / 1 causal
 
 theory: scarce high-level academic female representation through 'leaky pipeline'
diff --git a/02-data/processed/relevant/Debowicz2014.yml b/02-data/processed/relevant/Debowicz2014.yml
index d2a047a..d04fac7 100644
--- a/02-data/processed/relevant/Debowicz2014.yml
+++ b/02-data/processed/relevant/Debowicz2014.yml
@@ -1,3 +1,4 @@
+cite: Debowicz2014
 author: Debowicz, D., & Golan, J
 year: 2014
 title: "The impact of Oportunidades on human capital and income distribution in Mexico: A top-down/bottom-up approach"
diff --git a/02-data/processed/relevant/Delesalle2021.yml b/02-data/processed/relevant/Delesalle2021.yml
index c7e3820..a1b526f 100644
--- a/02-data/processed/relevant/Delesalle2021.yml
+++ b/02-data/processed/relevant/Delesalle2021.yml
@@ -1,3 +1,4 @@
+cite: Delesalle2021
 author: Delesalle, E.
 year: 2021
 title: "The effect of the Universal Primary Education program on consumption and on the employment sector: Evidence from Tanzania"
diff --git a/02-data/processed/relevant/Dustmann2012.yml b/02-data/processed/relevant/Dustmann2012.yml
index f61d510..c58f616 100644
--- a/02-data/processed/relevant/Dustmann2012.yml
+++ b/02-data/processed/relevant/Dustmann2012.yml
@@ -1,4 +1,5 @@
-author: Dustmann, C., & Schönberg, U. 
+cite: Dustmann2012
+author: Dustmann, C., & Schönberg, U.
 year: 2012
 title: Expansions in Maternity Leave Coverage and Children’s Long-Term Outcomes
 publisher: "Economic journal: applied economics"
@@ -17,7 +18,7 @@ design: quasi-experimental
 method: difference-in-difference analysis
 sample: 13000
 unit: individual
-representativeness: national
+representativeness: national, census
 causal: 0 # 0 correlation / 1 causal
 
 theory:
@@ -56,7 +57,7 @@ observation:
     indicator: 1 # 0 absolute / 1 relative
     measures: employment (rtw share)
     findings: sign. increase in months away from work among all wage segments, positively correlated with length of paid leave; majority rtw after leave end, with slight decrease for 18-36month leave period
-    channels: 
+    channels:
     direction: -1 # -1 neg / 0 none / 1 pos
     significance: 2 # 0 nsg / 1 msg / 2 sg
 
diff --git a/02-data/processed/relevant/Emigh2018.yml b/02-data/processed/relevant/Emigh2018.yml
index 5dbb18d..9adc072 100644
--- a/02-data/processed/relevant/Emigh2018.yml
+++ b/02-data/processed/relevant/Emigh2018.yml
@@ -1,4 +1,5 @@
-author: Emigh, R. J., Feliciano, C., O’Malley, C., & Cook-Martin, D. 
+cite: Emigh2018
+author: Emigh, R. J., Feliciano, C., O’Malley, C., & Cook-Martin, D.
 year: 2018
 title: "The effect of state transfers on poverty in post-socialist eastern europe"
 publisher: Social Indicators Research
@@ -14,10 +15,10 @@ group: poor people
 data: panel data
 
 design: quasi-experimental
-method: two-wave panel analysis
+method: two-wave panel analysis; OLS; random effects negative binomial model
 sample: 7949
 unit: individual
-representativeness:
+representativeness: national
 causal: 0 # 0 correlation / 1 causal
 
 theory: institutionalist perspective; underclass perspective; neoclassical perspective
diff --git a/02-data/processed/relevant/Field2019.yml b/02-data/processed/relevant/Field2019.yml
index 2f4d739..63f2793 100644
--- a/02-data/processed/relevant/Field2019.yml
+++ b/02-data/processed/relevant/Field2019.yml
@@ -1,3 +1,4 @@
+cite: Field2019
 author: Field, E., Pande, R., Rigol, N., Schaner, S., & Moore, C. T.
 year: 2019
 title: "On Her Own Account: How Strengthening Women’s Financial Control Affects Labor Supply and Gender Norms" 
diff --git a/02-data/processed/relevant/Gates2000.yml b/02-data/processed/relevant/Gates2000.yml
index edf4b84..f386f4a 100644
--- a/02-data/processed/relevant/Gates2000.yml
+++ b/02-data/processed/relevant/Gates2000.yml
@@ -1,3 +1,4 @@
+cite: Gates2000
 author: Gates, L. B.
 year: 2000
 title: Workplace Accommodation as a Social Process
diff --git a/02-data/processed/relevant/Gilbert2001.yml b/02-data/processed/relevant/Gilbert2001.yml
index 920b2ba..0cd6fb2 100644
--- a/02-data/processed/relevant/Gilbert2001.yml
+++ b/02-data/processed/relevant/Gilbert2001.yml
@@ -1,3 +1,4 @@
+cite: Gilbert2001
 author: Gilbert, A., Phimister, E., & Theodossiou, I.
 year: 2001
 title: The potential impact of the minimum wage in rural areas
diff --git a/02-data/processed/relevant/Go2010.yml b/02-data/processed/relevant/Go2010.yml
index 89cd106..6900f7e 100644
--- a/02-data/processed/relevant/Go2010.yml
+++ b/02-data/processed/relevant/Go2010.yml
@@ -1,3 +1,4 @@
+cite: Go2010
 author: Go, D. S., Kearney, M., Korman, V., Robinson, S., & Thierfelder, K.
 year: 2010
 title: Wage subsidy and labour market flexibility in south africa
diff --git a/02-data/processed/relevant/Hardoy2015.yml b/02-data/processed/relevant/Hardoy2015.yml
index 5ab4b60..f0a0eec 100644
--- a/02-data/processed/relevant/Hardoy2015.yml
+++ b/02-data/processed/relevant/Hardoy2015.yml
@@ -1,6 +1,7 @@
-author: Hardoy, I., & Schøne, P. 
+cite: Hardoy2015
+author: Hardoy, I., & Schøne, P.
 year: 2015
-title: "Enticing even higher female labor supply: The impact of cheaper day care" 
+title: "Enticing even higher female labor supply: The impact of cheaper day care"
 publisher: Review of Economics of the Household
 uri: https://doi.org/10.1007/s11150-013-9215-8
 pubtype: article
diff --git a/02-data/processed/relevant/Hojman2019.yml b/02-data/processed/relevant/Hojman2019.yml
index 1a395fe..f132f91 100644
--- a/02-data/processed/relevant/Hojman2019.yml
+++ b/02-data/processed/relevant/Hojman2019.yml
@@ -1,4 +1,5 @@
-author: Hojman, A., & López Bóo, F. 
+cite: Hojman2019
+author: Hojman, A., & López Bóo, F.
 year: 2019
 title: Cost-Effective Public Daycare in a Low-Income Economy Benefits Children and Mothers
 publisher: Inter-American Development Bank
@@ -37,7 +38,7 @@ observation:
     significance: 2 # 0 nsg / 1 mfg / 2 cig
 
 notes:
-annotation: | 
+annotation: |
   An experimental study looking at the effects of providing free childcare for poor urban mothers in Nicaragua under the 'Programo Urbano', looking at the effects on inequality for mothers and children.
   It finds that providing free childcare for young children of poor mothers significantly increases the employment probability of the mothers (14ppts) independently of the childcare quality.
   It also finds significantly positive impacts on the human capital of the children, though dependent on the quality of childcare facilities.
diff --git a/02-data/processed/relevant/Khan2021.yml b/02-data/processed/relevant/Khan2021.yml
index 51e305a..ad0ed86 100644
--- a/02-data/processed/relevant/Khan2021.yml
+++ b/02-data/processed/relevant/Khan2021.yml
@@ -1,7 +1,8 @@
-author: Khan, M. A., Walmsley, T., & Mukhopadhyay, K. 
+cite: Khan2021
+author: Khan, M. A., Walmsley, T., & Mukhopadhyay, K.
 year: 2021
 title: "Trade liberalization and income inequality: The case for Pakistan"
-publisher: Journal of Asian Economics 
+publisher: Journal of Asian Economics
 uri: https://doi.org/10.1016/j.asieco.2021.101310
 pubtype: article
 discipline: economics
diff --git a/02-data/processed/relevant/Kuriyama2021.yml b/02-data/processed/relevant/Kuriyama2021.yml
index 4a3b7fe..1b3fc02 100644
--- a/02-data/processed/relevant/Kuriyama2021.yml
+++ b/02-data/processed/relevant/Kuriyama2021.yml
@@ -1,3 +1,4 @@
+cite: Kuriyama2021
 author: Kuriyama, A., & Abe, N.
 year: 2021
 title: "Decarbonisation of the power sector to engender a 'Just transition’ in Japan: Quantifying local employment impacts"
diff --git a/02-data/processed/relevant/Li2022.yml b/02-data/processed/relevant/Li2022.yml
index bf78aba..de36df2 100644
--- a/02-data/processed/relevant/Li2022.yml
+++ b/02-data/processed/relevant/Li2022.yml
@@ -1,3 +1,4 @@
+cite: Li2022
 author: Li, Y., & Sunder, N.
 year: 2022
 title: Land inequality and workfare policies
@@ -17,7 +18,7 @@ design: quasi-experimental
 method: OLS, instrumental variable approach
 sample: 414
 unit: district
-representativeness: national
+representativeness: national, census
 causal: 1 # 0 correlation / 1 causal
 
 theory: political capture theory
diff --git a/02-data/processed/relevant/Liyanaarachchi2016.yml b/02-data/processed/relevant/Liyanaarachchi2016.yml
index 478505f..5618e58 100644
--- a/02-data/processed/relevant/Liyanaarachchi2016.yml
+++ b/02-data/processed/relevant/Liyanaarachchi2016.yml
@@ -1,3 +1,4 @@
+cite: Liyanaarachchi2016
 author: Liyanaarachchi, T. S., Naranpanawa, A., & Bandara, J. S. 
 year: 2016
 title: "Impact of trade liberalisation on labour market and poverty in Sri Lanka. An integrated macro-micro modelling approach"
diff --git a/02-data/processed/relevant/Militaru2019.yml b/02-data/processed/relevant/Militaru2019.yml
index 77aec0f..949c484 100644
--- a/02-data/processed/relevant/Militaru2019.yml
+++ b/02-data/processed/relevant/Militaru2019.yml
@@ -1,3 +1,4 @@
+cite: Militaru2019
 author: Militaru, E., Popescu, M. E., Cristescu, A., & Vasilescu, M. D. 
 year: 2019
 title: "Assessing minimum wage policy implications upon income inequalities: The case of Romania"
diff --git a/02-data/processed/relevant/Mun2018.yml b/02-data/processed/relevant/Mun2018.yml
index 3874bd7..3b01f22 100644
--- a/02-data/processed/relevant/Mun2018.yml
+++ b/02-data/processed/relevant/Mun2018.yml
@@ -1,4 +1,5 @@
-author: Mun, E., & Jung, J. 
+cite: Mun2018
+author: Mun, E., & Jung, J.
 year: 2018
 title: "Policy generosity, employer heterogeneity, and women’s employment opportunities: The welfare state paradox reexamined"
 publisher: American Sociological Review
@@ -14,7 +15,7 @@ group: working mothers
 data: Japan Company Handbook for Job Searchers
 
 design: quasi-experimental
-method:
+method: potential outcomes framework; fixed-effects analysis
 sample: 600
 unit: enterprise
 representativeness: national
@@ -25,7 +26,7 @@ limitations: limited generalizability with unique Japanese LM institutional feat
 observation:
   - intervention: paid leave (childcare)
     institutional: 1
-    structural: 0 
+    structural: 0
     agency: 0
     inequality: gender
     type: 1 # 0 vertical / 1 horizontal
@@ -37,7 +38,7 @@ observation:
     significance: 1 # 0 nsg / 1 msg / 2 sg
   - intervention: paid leave (childcare)
     institutional: 1
-    structural: 0 
+    structural: 0
     agency: 0
     inequality: gender
     type: 1 # 0 vertical / 1 horizontal
diff --git a/02-data/processed/relevant/Pi2016.yml b/02-data/processed/relevant/Pi2016.yml
index a48e0d9..fb493a9 100644
--- a/02-data/processed/relevant/Pi2016.yml
+++ b/02-data/processed/relevant/Pi2016.yml
@@ -1,4 +1,5 @@
-author: Pi, J., & Zhang, P. 
+cite: Pi2016
+author: Pi, J., & Zhang, P.
 year: 2016
 title: "Hukou system reforms and skilled-unskilled wage inequality in China"
 publisher: China Economic Review
@@ -14,7 +15,7 @@ group: urban workers
 data: national administrative Chinese General Social Survey (CGSS) 2010-13
 
 design: simulation
-method: general equilibrium approach
+method: general equilibrium model
 sample:
 unit: household
 representativeness: subnational, urban
@@ -32,7 +33,7 @@ observation:
     indicator: 1 # 0 absolute / 1 relative
     measures: decile ratios (90th to 10th)
     findings: increased access to social security for urban migrants decreases wage inequality between skilled-unskilled urban workers if skilled sector is more capital intensive than unskilled sector
-    channels: 
+    channels:
     direction: -1 # -1 neg / 0 none / 1 pos
     significance: # 0 nsg / 1 msg / 2 sg
 
diff --git a/02-data/processed/relevant/Poppen2017.yml b/02-data/processed/relevant/Poppen2017.yml
index c13b990..60fa7f7 100644
--- a/02-data/processed/relevant/Poppen2017.yml
+++ b/02-data/processed/relevant/Poppen2017.yml
@@ -1,4 +1,5 @@
-author: Poppen, M., Lindstrom, L., Unruh, D., Khurana, A., & Bullis, M. 
+cite: Poppen2017
+author: Poppen, M., Lindstrom, L., Unruh, D., Khurana, A., & Bullis, M.
 year: 2017
 title: "Preparing youth with disabilities for employment: An analysis of vocational rehabilitation case services data"
 publisher: Journal of Vocational Rehabilitation
@@ -8,16 +9,16 @@ discipline: health
 
 country: United States
 period: 2003-2013
-maxlength: 
+maxlength:
 targeting: explicit
 group: disabled young adults
 data: state administrative Oregon Rehabilitation Case Automation system (ORCA)
 
 design: quasi-experimental
-method: multivariate logistic regression
+method: multivariate logistic regression; OLS
 sample: 4443
 unit: individual
-representativeness: subnational, representative
+representativeness: subnational
 causal: 0 # 0 correlation / 1 causal
 
 theory:
diff --git a/02-data/processed/relevant/Rendall2013.yml b/02-data/processed/relevant/Rendall2013.yml
index 4995216..1816bca 100644
--- a/02-data/processed/relevant/Rendall2013.yml
+++ b/02-data/processed/relevant/Rendall2013.yml
@@ -1,3 +1,4 @@
+cite: Rendall2013
 author: Rendall, M.
 year: 2013
 title: "Structural change in developing countries: Has it decreased gender inequality?"
@@ -14,10 +15,10 @@ group: women
 data: WB Household Survey; IPUMS USA/International/CPS
 
 design: quasi-experimental
-method: comparative
-sample: ~200_000
+method: OLS; Mincer wage regression; Wellington wage gap decomposition; comparative average factor deviations
+sample: 200_000
 unit: individual
-representativeness:
+representativeness: national, census
 causal: # 0 correlation / 1 causal
 
 theory: capital displacing production brawn (Galor & Weil 1996)
diff --git a/02-data/processed/relevant/Rosen2014.yml b/02-data/processed/relevant/Rosen2014.yml
index e50b349..0a56a7f 100644
--- a/02-data/processed/relevant/Rosen2014.yml
+++ b/02-data/processed/relevant/Rosen2014.yml
@@ -1,4 +1,5 @@
-author: Rosen, M. I., Ablondi, K., Black, A. C., Mueller, L., Serowik, K. L., Martino, S., Mobo, B. H., & Rosenheck, R. A. 
+cite: Rosen2014
+author: Rosen, M. I., Ablondi, K., Black, A. C., Mueller, L., Serowik, K. L., Martino, S., Mobo, B. H., & Rosenheck, R. A.
 year: 2014
 title: "Work outcomes after benefits counseling among veterans applying for service connection for a psychiatric condition"
 publisher: Psychiatric Services
diff --git a/02-data/processed/relevant/Shepherd-Banigan2021.yml b/02-data/processed/relevant/Shepherd-Banigan2021.yml
index a88968a..a090e14 100644
--- a/02-data/processed/relevant/Shepherd-Banigan2021.yml
+++ b/02-data/processed/relevant/Shepherd-Banigan2021.yml
@@ -1,3 +1,4 @@
+cite: Shepherd-Banigan2021
 author: Shepherd-Banigan, M., Pogoda, T. K., McKenna, K., Sperber, N., & Van Houtven, C. H.
 year: 2021
 title: "Experiences of VA vocational and education training and assistance services: Facilitators and barriers reported by veterans with disabilities"
diff --git a/02-data/processed/relevant/SilveiraNeto2011.yml b/02-data/processed/relevant/SilveiraNeto2011.yml
index e4e69a1..ca3030e 100644
--- a/02-data/processed/relevant/SilveiraNeto2011.yml
+++ b/02-data/processed/relevant/SilveiraNeto2011.yml
@@ -1,3 +1,4 @@
+cite: SilveiraNeto2011
 author: Silveira Neto, R. D. M., & Azzoni, C. R.
 year: 2011
 title: Non-spatial government policies and regional income inequality in brazil
@@ -14,10 +15,10 @@ group: poor
 data: national administrative survey 'Pesquisa Nacional por Amostra de Domicılio' (PNAD)
 
 design: quasi-experimental
-method: beta convergence test
+method: OLS, beta convergence test
 sample: 27
 unit: region
-representativeness: national
+representativeness: national, census
 causal: 1 # 0 correlation / 1 causal
 
 theory:
@@ -43,5 +44,5 @@ annotation: |
   Minimum wage contributed 16.6% of the effect to overall Gini reduction between the regions while cash transfers accounted for 9.6% of the effect.
   The authors argue that this highlights the way even non-spatial policies can have a positive (or, with worse targeting or selection, negative) influence on spatial inequalities,
   as transfers occuring predominantly to poorer regions and minimum wages having larger impacts in those regions created quasi-regional effects without being explictly adressed in the policies.
-  Some limitations include limited underlying data only making it possible to estimate the cash transfer impacts for the analysis endline, 
+  Some limitations include limited underlying data only making it possible to estimate the cash transfer impacts for the analysis endline,
   and minimum wage effects having to be constructed from the effects wages equal to minimum-wage.
diff --git a/02-data/processed/relevant/Sotomayor2021.yml b/02-data/processed/relevant/Sotomayor2021.yml
index 13f036b..fd2eaea 100644
--- a/02-data/processed/relevant/Sotomayor2021.yml
+++ b/02-data/processed/relevant/Sotomayor2021.yml
@@ -1,3 +1,4 @@
+cite: Sotomayor2020
 author: Sotomayor, Orlando J.
 year: 2020
 title: Can the minimum wage reduce poverty and inequality in the developing world? Evidence from Brazil
@@ -17,7 +18,7 @@ design: quasi-experimental
 method: difference-in-difference estimator
 sample: 40000
 unit: household
-representativeness: national
+representativeness: national, census
 causal: 1
 
 theory:
diff --git a/02-data/processed/relevant/Standing2015.yml b/02-data/processed/relevant/Standing2015.yml
index cd4c2f4..ca0cc43 100644
--- a/02-data/processed/relevant/Standing2015.yml
+++ b/02-data/processed/relevant/Standing2015.yml
@@ -1,4 +1,5 @@
-author: Standing, G. 
+cite: Standing2015
+author: Standing, G.
 year: 2015
 title: "Why Basic Income’s Emancipatory Value Exceeds Its Monetary Value"
 publisher: Basic Income Studies
diff --git a/02-data/processed/relevant/Stock2021.yml b/02-data/processed/relevant/Stock2021.yml
index b12bb3e..8ed53bd 100644
--- a/02-data/processed/relevant/Stock2021.yml
+++ b/02-data/processed/relevant/Stock2021.yml
@@ -1,3 +1,4 @@
+cite: Stock2021
 author: Stock, R. (2021).
 year: 2021
 title: "Bright as night: Illuminating the antinomies of `gender positive’ solar development"
@@ -37,11 +38,11 @@ observation:
     significance: 0 # 0 nsg / 1 msg / 2 sg
 
 notes:
-annotation: | 
+annotation: |
   An observational study looking at the inclusionary or exclusionary effects of the infrastructure development of a solar park in India which specifically aims to work towards micro-scale equality through regional upliftment.
   The project included a training and temporary employment to local unskilled/semi-skilled labor.
   It finds that the development instead impacted equality negatively, creating socio-economic exclusion and disproportionately negatively affected women of lower castes.
-  While acquiring basic additional skills, none of the women participating in training remained connected to the operators of the solar park and none were hired. 
+  While acquiring basic additional skills, none of the women participating in training remained connected to the operators of the solar park and none were hired.
   An insignificant amount of women from local villages were working at the solar park, of which most belonged to the the dominant caste, and the redistributive potential was stymied through capture by village female elites.
   The author suggests this is an example of institutional design neglecting individual agency and structural power relations, especially intersectional inequalities between gender and caste.
   The study is limited in explanatory power through its observational design, not being able to make causal inferences.
diff --git a/02-data/processed/relevant/Suh2017.yml b/02-data/processed/relevant/Suh2017.yml
index 0b10ab6..5f1ad41 100644
--- a/02-data/processed/relevant/Suh2017.yml
+++ b/02-data/processed/relevant/Suh2017.yml
@@ -1,4 +1,5 @@
-author: Suh, M.-G. 
+cite: Suh2017
+author: Suh, M.-G.
 year: 2017
 title: "Determinants of female labor force participation in south korea: Tracing out the U-shaped curve by economic growth"
 publisher: Social Indicators Research
@@ -17,7 +18,7 @@ design: quasi-experimental
 method: OLS regression; log-linear analysis; contingency analysis with cross-tab statistics; Gini coeff as income inequality indicator
 sample: 35
 unit: case
-representativeness: national
+representativeness: national, census
 causal: 0 # 0 correlation / 1 causal
 
 theory:
diff --git a/02-data/processed/relevant/Thoresen2021.yml b/02-data/processed/relevant/Thoresen2021.yml
index 17249ad..6801097 100644
--- a/02-data/processed/relevant/Thoresen2021.yml
+++ b/02-data/processed/relevant/Thoresen2021.yml
@@ -1,3 +1,4 @@
+cite: Thoresen2021
 author: Thoresen, S. H., Cocks, E., & Parsons, R.
 year: 2021
 title: Three year longitudinal study of graduate employment outcomes for Australian apprentices and trainees with and without disabilities
@@ -13,8 +14,8 @@ targeting: explicit
 group: disabled
 data: experimental survey
 
-design: quantitative survey (n=489); qualitative semi-structured face-to-face interviews (n=30)
-method: annual postal survey, baseline and 2 follow-ups; random-effects regression
+design: quasi-experimental
+method: quantitative survey (n=489); qualitative semi-structured face-to-face interviews (n=30); annual postal survey, baseline and 2 follow-ups; generalised estimating equation GEE
 sample: 489
 unit: individual
 representativeness: local
diff --git a/02-data/processed/relevant/Wang2016.yml b/02-data/processed/relevant/Wang2016.yml
index 003bd46..1ad7a86 100644
--- a/02-data/processed/relevant/Wang2016.yml
+++ b/02-data/processed/relevant/Wang2016.yml
@@ -1,3 +1,4 @@
+cite: Wang2016
 author: Wang, J., & Van Vliet, O.
 year: 2016
 title: "Social Assistance and Minimum Income Benefits: Benefit Levels, Replacement Rates and Policies Across 26 Oecd Countries, 1990-2009"
@@ -17,7 +18,7 @@ design: observational
 method: cross-country comparative analysis
 sample: 26
 unit: country
-representativeness: national
+representativeness: regional
 causal: 0 # 0 correlation / 1 causal
 
 theory:
diff --git a/02-data/processed/relevant/Wang2020.yml b/02-data/processed/relevant/Wang2020.yml
index 04d1290..fceba18 100644
--- a/02-data/processed/relevant/Wang2020.yml
+++ b/02-data/processed/relevant/Wang2020.yml
@@ -1,4 +1,5 @@
-author: Wang, C., Deng, M., & Deng, J. 
+cite: Wang2020
+author: Wang, C., Deng, M., & Deng, J.
 year: 2020
 title: Factor reallocation and structural transformation implications of grain subsidies in China
 publisher: Journal of Asian Economics
@@ -45,5 +46,5 @@ annotation: |
   while on the other hand the low income and price elasticity of agricultural products drives down overall rural incomes.
   Thus, the authors uncover a trade-off between national economic output over the long term which they identify as adversely affected by the subsidies,
   and the rural-urban income ratios which the subsidies help decrease, though with decreasing contributions over time.
-  Some limitations of the study include the necessity to assume static national employment and, more importantly, 
+  Some limitations of the study include the necessity to assume static national employment and, more importantly,
   a limited generalisability due to simulating the specific Chinese structural economic characteristics in the resulting model.
diff --git a/02-data/processed/relevant/Whitworth2021.yml b/02-data/processed/relevant/Whitworth2021.yml
index 713ba67..660bfd2 100644
--- a/02-data/processed/relevant/Whitworth2021.yml
+++ b/02-data/processed/relevant/Whitworth2021.yml
@@ -1,4 +1,5 @@
-author: Whitworth, A. 
+cite: Whitworth2021
+author: Whitworth, A.
 year: 2021
 title: "Spatial creaming and parking?: The case of the UK work programme"
 publisher: Applied Spatial Analysis and Policy
@@ -37,11 +38,11 @@ observation:
     significance: 2 # 0 nsg / 1 msg / 2 sg
 
 notes:
-annotation: | 
+annotation: |
   An analysis of the spatial consequences of a UK work programme on spatial factors of job deprivation or opportunity increases.
   The programme follows a quasi-marketized approach of rewarding employment-favourable results of transitions into employment and further sustained months in employment.
   The author argues, however, that the non-spatial implementation of the policy leads to spatial outcomes.
-  Founded on the approach of social 'creaming' and 'parking' and applied to the spatial dimension, 
+  Founded on the approach of social 'creaming' and 'parking' and applied to the spatial dimension,
   the study shows that already job-deprived areas indeed experience further deprivations under the programme,
   while non-deprived areas are correlated with positive impacts, thereby further deteriorating spatial inequality outcomes.
   This occurs because of providers in the programme de-prioritizing the already deprived areas ('parking') in favour prioritizing wealthier areas for improved within-programme results.
diff --git a/02-data/processed/relevant/Wong2019.yml b/02-data/processed/relevant/Wong2019.yml
index 7c453e3..51d5c7d 100644
--- a/02-data/processed/relevant/Wong2019.yml
+++ b/02-data/processed/relevant/Wong2019.yml
@@ -1,4 +1,5 @@
-author: Wong, S. A. 
+cite: Wong2019
+author: Wong, S. A.
 year: 2019
 title: "Minimum wage impacts on wages and hours worked of low-income workers in Ecuador"
 publisher: World Development
@@ -17,7 +18,7 @@ design: quasi-experimental
 method: difference-in-difference approach
 sample: 1_624_422
 unit: individual
-representativeness: national
+representativeness: national, census
 causal: 1 # 0 correlation / 1 causal
 
 theory:
diff --git a/02-data/processed/relevant/Xu2021.yml b/02-data/processed/relevant/Xu2021.yml
index 94f4c98..3ecb8c2 100644
--- a/02-data/processed/relevant/Xu2021.yml
+++ b/02-data/processed/relevant/Xu2021.yml
@@ -1,4 +1,5 @@
-author: Xu, C., Han, M., Dossou, T. A. M., & Bekun, F. V. 
+cite: Xu2021
+author: Xu, C., Han, M., Dossou, T. A. M., & Bekun, F. V.
 year: 2021
 title: "Trade openness, FDI, and income inequality: Evidence from Sub-Saharan Africa"
 publisher: African Development Review
@@ -17,7 +18,7 @@ design: quasi-experimental
 method: generalized method of moments
 sample: 38
 unit: country
-representativeness: national
+representativeness: national, census
 causal: 0 # 0 correlation / 1 causal
 
 theory:
@@ -66,7 +67,7 @@ annotation: |
   It finds that increased FDI is negatively correlated with income inequality measured through the Gini coefficient, while trade liberalization is positively correlated with income inequality ---
   as are corruption, political stability, rule of law and education, which contradicts a variety of previous studies.
   The authors suggest this may be due to the difference in sample and variables used, and the periods under study.
-  They suggest that FDI may primarily go to the agricultural sector which can employ low-skilled labour and thereby reduce inequalities, 
+  They suggest that FDI may primarily go to the agricultural sector which can employ low-skilled labour and thereby reduce inequalities,
   while trade openness in fact creates jobs in other countries through higher import than export rates.
   They do not provide clear channels through which education positively correlates with inequality, though some possibilities are an unequal access to education (through excluding factors such as those based on spatial, gender or financial inequalities), as well as a differentiated quality of education.
   Limitations of the study are the region-wide level of analysis which may obscure context-dependent mechanisms within the different institutional-structural contexts of the countries and potential hidden unobservables which may bias the results.