From 2b0fa5db7c33c71780e3b3b729fea7b686649c30 Mon Sep 17 00:00:00 2001 From: Marty Oehme Date: Sat, 17 Feb 2024 19:06:00 +0100 Subject: [PATCH] feat(data): Extract remaining prelim study data --- 02-data/intermediate/zotero-library.bib | 14 ++++----- .../{prelim => relevant}/Ahumada2023.yml | 29 +++++++++--------- .../{prelim => relevant}/Alexiou2023.yml | 30 +++++++++---------- .../Cardinaleschi2019.yml | 19 ++++++------ .../{prelim => relevant}/Coutinho2006.yml | 4 +-- .../{prelim => relevant}/Dieckhoff2015.yml | 22 +++++++------- .../{prelim => relevant}/Ferguson2015.yml | 16 +++++----- .../{prelim => relevant}/Mukhopadhaya2003.yml | 12 ++++---- .../{prelim => relevant}/Shin2006.yml | 14 ++++----- 9 files changed, 81 insertions(+), 79 deletions(-) rename 02-data/processed/{prelim => relevant}/Ahumada2023.yml (73%) rename 02-data/processed/{prelim => relevant}/Alexiou2023.yml (71%) rename 02-data/processed/{prelim => relevant}/Cardinaleschi2019.yml (77%) rename 02-data/processed/{prelim => relevant}/Coutinho2006.yml (97%) rename 02-data/processed/{prelim => relevant}/Dieckhoff2015.yml (76%) rename 02-data/processed/{prelim => relevant}/Ferguson2015.yml (88%) rename 02-data/processed/{prelim => relevant}/Mukhopadhaya2003.yml (93%) rename 02-data/processed/{prelim => relevant}/Shin2006.yml (91%) diff --git a/02-data/intermediate/zotero-library.bib b/02-data/intermediate/zotero-library.bib index 520ebd6..2d74d55 100644 --- a/02-data/intermediate/zotero-library.bib +++ b/02-data/intermediate/zotero-library.bib @@ -996,7 +996,7 @@ Lastly, it finds stronger results among women, unemployed, less experienced appl usage-count-last-180-days = {3}, usage-count-since-2013 = {4}, web-of-science-categories = {Sociology}, - keywords = {done::prelim,sample::database,type::collective_action}, + keywords = {done::extracted,inequality::income,sample::database,type::collective_action}, file = {/home/marty/Zotero/storage/SDX6EH7A/Ahumada_2023_Trade union strength, business power, and labor policy reform.pdf} } @@ -1603,7 +1603,7 @@ does NOT look at LM adjacency in outcomes (no WoW)}, usage-count-last-180-days = {1}, usage-count-since-2013 = {3}, web-of-science-categories = {Economics}, - keywords = {done::prelim,inequality::income,relevant,sample::database,type::collective_action}, + keywords = {done::extracted,inequality::income,relevant,sample::database,type::collective_action}, file = {/home/marty/Zotero/storage/INZ9V9EK/Alexiou_Trachanas_2023_The impact of trade unions and government party orientation on income inequality.pdf} } @@ -9529,7 +9529,7 @@ does NOT look at inequalities affected} usage-count-last-180-days = {0}, usage-count-since-2013 = {7}, web-of-science-categories = {Economics}, - keywords = {cite::channels,country::Italy,done::prelim,inequality::gender,region::EU,sample::database,type::collective_action}, + keywords = {cite::channels,country::Italy,done::extracted,inequality::gender,region::EU,sample::database,type::collective_action}, note = {15th International Conference on Developments in Economic Theory and Policy, Bilbao, SPAIN, JUN 28-29, 2018}, file = {/home/marty/Zotero/storage/F8CVLJX5/Cardinaleschi et al_2019_Effects of decentralised bargaining on gender inequality.pdf} } @@ -14664,7 +14664,7 @@ The authors suggest this is due to most of the cash grant diverted from the busi usage-count-last-180-days = {2}, usage-count-since-2013 = {42}, web-of-science-categories = {Sociology}, - keywords = {cite::channels,done::prelim,inequality::gender,inequality::income,region::EU,sample::database,type::collective_action}, + keywords = {cite::channels,done::extracted,inequality::gender,inequality::income,region::EU,sample::database,type::collective_action}, file = {/home/marty/Zotero/storage/MVQT7GFS/Dieckhoff et al_2015_Measuring the effect of institutional change on gender inequality in the labour.pdf} } @@ -18304,7 +18304,7 @@ does NOT look at LM adjacency} usage-count-last-180-days = {0}, usage-count-since-2013 = {34}, web-of-science-categories = {Sociology}, - keywords = {cite::channels,done::prelim,inequality::racial,sample::database,type::collective_action}, + keywords = {cite::channels,done::extracted,inequality::racial,sample::database,type::collective_action}, file = {/home/marty/Zotero/storage/JQAA5BDS/Ferguson_2015_The control of managerial discretion.pdf} } @@ -37804,7 +37804,7 @@ NO LM adjacency for outcomes} usage-count-last-180-days = {0}, usage-count-since-2013 = {13}, web-of-science-categories = {Education \& Educational Research}, - keywords = {country::Singapore,done::prelim,inequality::education,inequality::generational,inequality::income,region::AP,sample::database}, + keywords = {country::Singapore,done::extracted,inequality::education,inequality::generational,inequality::income,region::AP,sample::database}, file = {/home/marty/Zotero/storage/3QYXDA3M/Mukhopadhaya_2003_Trends in income disparity and equality enhancing (.pdf} } @@ -47656,7 +47656,7 @@ does NOT look at inequality outcomes} doi = {10.1016/j.econedurev.2005.06.004}, urldate = {2023-11-24}, langid = {english}, - keywords = {country::US,done::prelim,inequality::education,inequality::gender,region::NA,sample::snowballing,type::regulation}, + keywords = {country::US,done::extracted,inequality::education,inequality::gender,region::NA,sample::snowballing,type::regulation}, file = {/home/marty/Zotero/storage/QVKZCTY4/Shin_Moon_2006_Fertility, relative wages, and labor market decisions.pdf} } diff --git a/02-data/processed/prelim/Ahumada2023.yml b/02-data/processed/relevant/Ahumada2023.yml similarity index 73% rename from 02-data/processed/prelim/Ahumada2023.yml rename to 02-data/processed/relevant/Ahumada2023.yml index 48c25ad..3241594 100644 --- a/02-data/processed/prelim/Ahumada2023.yml +++ b/02-data/processed/relevant/Ahumada2023.yml @@ -8,40 +8,41 @@ pubtype: article discipline: sociology country: global -period: +period: 2009-2017 maxlength: targeting: group: -data: +data: time-series cross-sectional database for collective labour rights and class power disparity -design: -method: -sample: -unit: -representativeness: +design: quasi-experimental +method: OLS; Arellano estimator +sample: 78 +unit: country +representativeness: regional causal: 0 # 0 correlation / 1 causal -theory: -limitations: +theory: power resource theory +limitations: limited 2-observation dataset per country; potential remaining measurement bias due to concurrent shocks observation: - intervention: collective action (unionization) institutional: 1 structural: 0 agency: 0 inequality: income - type: # 0 vertical / 1 horizontal - indicator: # 0 absolute / 1 relative - measures: political power + type: 0 # 0 vertical / 1 horizontal + indicator: 1 # 0 absolute / 1 relative + measures: Freedom of Association and Collective Bargaining (FACB) and violation index coding findings: more unequal political power distribution hinders processes of collective organisation channels: direction: # -1 neg / 0 none / 1 pos significance: # 0 nsg / 1 msg / 2 sg -notes: PRELIMINARY EXTRACTION; EXTRACTION HAD TO CODE CLASS POWER INEQUALITY AS INCOME BASED INEQUALITY +notes: annotation: | A study on the effects of unequal distributions of political power on the extent and provision of collective labour rights. It is a combination of quantitative global comparison with qualitative case studies for Argentina and Chile. It finds that, for societies in which power is more unequally distributed, collective bargaining possibilities are more limited and weaker. It suggests that, aside from a less entrenched trade unionization in the country, the primary channel for the its weakening are that existing collective labour rights are often either restricted or disregarded outright. Employers were restricted in their ability to effectively conduct lobbying, and made more vulnerable to what the authors suggest are 'divide-and-conquer' strategies by government with a strongly entrenched trade unionization, due to being more separate and uncoordinated. - A limit is the strong institutional context of the two countries which makes generalizable application of its underlying channels more difficult to the overarching quantitative analysis of inequality outcomes. + A limit is the strong institutional context of the two countries which makes generalizable application of its underlying channels more difficult to the overarching quantitative analysis of inequality outcomes, + which retains a potential for measurement bias due to country-level concurrent shocks. diff --git a/02-data/processed/prelim/Alexiou2023.yml b/02-data/processed/relevant/Alexiou2023.yml similarity index 71% rename from 02-data/processed/prelim/Alexiou2023.yml rename to 02-data/processed/relevant/Alexiou2023.yml index 2fde37d..ac78757 100644 --- a/02-data/processed/prelim/Alexiou2023.yml +++ b/02-data/processed/relevant/Alexiou2023.yml @@ -7,19 +7,19 @@ uri: https://doi.org/10.1108/JES-12-2021-0612 pubtype: article discipline: economics -country: global -period: +country: Australia; Austria; Belgium; Canada; Denmark; Finland; France; Germany; Italy; Japan; Netherlands; New Zealand; Norway; Spain; Sweden; United Kingdom; United States +period: 2000-2016 maxlength: targeting: group: -data: +data: Standardized World Income Inequality Database (SWIID) OECD panel data -design: -method: -sample: -unit: -representativeness: -causal: # 0 correlation / 1 causal +design: quasi-experimental +method: panel fixed effects approach, Driscoll and Kraay non-parametric covariance matrix estimator +sample: 18 +unit: country +representativeness: regional +causal: 1 # 0 correlation / 1 causal theory: power resources theory limitations: can not account for individual drivers such as collective bargaining, arbitration, etc @@ -29,15 +29,15 @@ observation: structural: 1 agency: 0 inequality: income; gender - type: # 0 vertical / 1 horizontal - indicator: # 0 absolute / 1 relative - measures: Gini coeff + type: 0 # 0 vertical / 1 horizontal + indicator: 1 # 0 absolute / 1 relative + measures: Gini coeff (equivalized household disposable income, market income, manufacturing pay) findings: unionization strongly related with decreasing income inequality; right-wing institutional contexts related with increased income inequality channels: redistribution of political power under unions; weak unionization increases post-redistribution inequality - direction: # -1 neg / 0 none / 1 pos - significance: # 0 nsg / 1 msg / 2 sg + direction: -1 # -1 neg / 0 none / 1 pos + significance: 2 # 0 nsg / 1 msg / 2 sg -notes: PRELIMINARY EXTRACTION +notes: annotation: | A study on the effects of both political orientation of governments' parties and a country's trade unionization on its income inequality. It finds that, generally, strong unionization is strongly related to decreasing income inequality, most likely through a redistribution of political power through collective mobilization in national contexts of stronger unions. diff --git a/02-data/processed/prelim/Cardinaleschi2019.yml b/02-data/processed/relevant/Cardinaleschi2019.yml similarity index 77% rename from 02-data/processed/prelim/Cardinaleschi2019.yml rename to 02-data/processed/relevant/Cardinaleschi2019.yml index 59eaf99..4957fa7 100644 --- a/02-data/processed/prelim/Cardinaleschi2019.yml +++ b/02-data/processed/relevant/Cardinaleschi2019.yml @@ -8,21 +8,21 @@ pubtype: article discipline: economics country: Italy -period: +period: 2014 maxlength: targeting: group: -data: +data: Linked Employer Employees Data from Structure of Earnings Survey -design: -method: +design: quasi-experimental +method: OLS; Oaxaca-Blinder & Juhn-Murphy-Pierce decompositions sample: -unit: -representativeness: +unit: firm +representativeness: national; census causal: 0 # 0 correlation / 1 causal -theory: -limitations: +theory: gender endowment discrimination; glass ceiling wage-setting institutions +limitations: Only a short-term decomposition of mostly cross-sectional dataset observation: - intervention: collective action (collective bargaining) institutional: 1 @@ -37,10 +37,11 @@ observation: direction: 1 # -1 neg / 0 none / 1 pos significance: 1 # 0 nsg / 1 msg / 2 sg -notes: PRELIMINARY EXTRACTION +notes: annotation: | A study on the wage gap in the Italian labour market, looking especially at the effects of collective negotiation practices. It finds that the Italian labour market's wage gap exists primarily due to occupational segregation between the genders, with women often working in more 'feminized' industries, and not due to educational lag by women in Italy. It also finds that collective negotiation practices targeting especially managerial representation and wages do address the gender pay gap, but only marginally significantly. The primary channel for only marginal significance stems from internal heterogeneity in that only the median part of wage distributions is significantly affected by the measures. Instead, the authors recommend a stronger mix of policy approaches, also considering the human-capital aspects with for example active labour-market policies targeting it. + A limitation of the study is the short-term explanatory power of its underlying dataset consisting of a cross-sectional decomposition. diff --git a/02-data/processed/prelim/Coutinho2006.yml b/02-data/processed/relevant/Coutinho2006.yml similarity index 97% rename from 02-data/processed/prelim/Coutinho2006.yml rename to 02-data/processed/relevant/Coutinho2006.yml index b14d57b..b296346 100644 --- a/02-data/processed/prelim/Coutinho2006.yml +++ b/02-data/processed/relevant/Coutinho2006.yml @@ -15,7 +15,7 @@ group: young women with disabilities data: National Education Longitudinal Study (NELS-88) design: quasi-experimental -method: +method: OLS; linear and two-step multinomial logistic regression sample: 13391 unit: individual representativeness: national @@ -37,7 +37,7 @@ observation: direction: -1 # -1 neg / 0 none / 1 pos significance: 2 # 0 nsg / 1 msg / 2 sg -notes: more men than women in skilled/technical positions across all groups; PRELIMINARY EXTRACTION +notes: more men than women in skilled/technical positions across all groups annotation: | A study on the impact difference of special education between young men and women on their relative employment probabilities and incomes. It finds that, overall, young women with disabilities were significantly less likely to be employed, earned less than males with disabilities, had lower likelihood of obtaining a high school diploma and were more likely to be a biological parent. diff --git a/02-data/processed/prelim/Dieckhoff2015.yml b/02-data/processed/relevant/Dieckhoff2015.yml similarity index 76% rename from 02-data/processed/prelim/Dieckhoff2015.yml rename to 02-data/processed/relevant/Dieckhoff2015.yml index e3d8daa..d2f0446 100644 --- a/02-data/processed/prelim/Dieckhoff2015.yml +++ b/02-data/processed/relevant/Dieckhoff2015.yml @@ -7,19 +7,19 @@ uri: https://doi.org/10.1016/j.rssm.2014.12.001 pubtype: article discipline: sociology -country: global -period: -maxlength: +country: Austria; Belgium; Czechia; Denmark; Finland; France; Germany; Greece; Hungary; Italy; Netherlands; Norway; Poland; Portugal; Slovakia; Spain; Sweden; and the UK +period: 1992-2007 +maxlength: 192 targeting: group: -data: +data: repeat cross-sectional data, national survey dataset European Labour Force Survey -design: -method: -sample: -unit: -representativeness: -causal: # 0 correlation / 1 causal +design: quasi-experimental +method: two-step multilevel modelling; OLS; multinomial logistic regression, fixed effects approach +sample: 18 +unit: country +representativeness: national +causal: 1 # 0 correlation / 1 causal theory: limitations: averaged across national contexts may obscure specific insights @@ -37,7 +37,7 @@ observation: direction: 1 # -1 neg / 0 none / 1 pos significance: 2 # 0 nsg / 1 msg / 2 sg -notes: PRELIMINARY EXTRACTION; MISSING EXTRACTION OF DEREGULATION OF TEMPORARY CONTRACTS; FAMILY POLICIES +notes: PRELIMINARY EXTRACTION; EXTRACTION OF DEREGULATION OF TEMPORARY CONTRACTS; FAMILY POLICIES annotation: | A study on the effect of trade unionization in European labour markets, with a specific emphasis on its effects on gender inequalities. It finds, first of all, that increased unionization is related to the probability of being employed on a standard employment contract for both men and women. diff --git a/02-data/processed/prelim/Ferguson2015.yml b/02-data/processed/relevant/Ferguson2015.yml similarity index 88% rename from 02-data/processed/prelim/Ferguson2015.yml rename to 02-data/processed/relevant/Ferguson2015.yml index 0d5dd5a..240a5d5 100644 --- a/02-data/processed/prelim/Ferguson2015.yml +++ b/02-data/processed/relevant/Ferguson2015.yml @@ -8,18 +8,18 @@ pubtype: article discipline: sociology country: United States -period: +period: 1984-2010 maxlength: targeting: implicit group: women workers -data: +data: AFL-CIO, NLRB datasets, amended with Current Population Survey design: quasi-experimental -method: -sample: -unit: -representativeness: -causal: 0 # 0 correlation / 1 causal +method: regression-discontinuity RD test +sample: 50000 +unit: individual +representativeness: national +causal: 1 # 0 correlation / 1 causal theory: limitations: most of effects may be caused by unsobservables @@ -37,7 +37,7 @@ observation: direction: 1 # -1 neg / 0 none / 1 pos significance: 1 # 0 nsg / 1 msg / 2 sg -notes: PRELIMINARY EXTRACTION; +notes: annotation: | A study on the effects of a more unionized workforce in the United States, on the representation of women and minorities in the management of enterprises. It finds that while stronger unionization is associated both with more women and more minorities represented in the overall workforce and in management, this effect is only marginally significant. diff --git a/02-data/processed/prelim/Mukhopadhaya2003.yml b/02-data/processed/relevant/Mukhopadhaya2003.yml similarity index 93% rename from 02-data/processed/prelim/Mukhopadhaya2003.yml rename to 02-data/processed/relevant/Mukhopadhaya2003.yml index 6244f49..8690054 100644 --- a/02-data/processed/prelim/Mukhopadhaya2003.yml +++ b/02-data/processed/relevant/Mukhopadhaya2003.yml @@ -8,18 +8,18 @@ pubtype: article discipline: education country: Singapore -period: +period: 1980-1995 maxlength: targeting: group: -data: +data: Census Reports, Yearbook of Statistics Snagopre -design: -method: +design: observational +method: regressions with multivariate decomposition sample: unit: -representativeness: -causal: # 0 correlation / 1 causal +representativeness: national, census +causal: 0 # 0 correlation / 1 causal theory: limitations: higher education institutional context may make generalizability outside Singapore harder diff --git a/02-data/processed/prelim/Shin2006.yml b/02-data/processed/relevant/Shin2006.yml similarity index 91% rename from 02-data/processed/prelim/Shin2006.yml rename to 02-data/processed/relevant/Shin2006.yml index 929e5ff..69c3b0f 100644 --- a/02-data/processed/prelim/Shin2006.yml +++ b/02-data/processed/relevant/Shin2006.yml @@ -14,12 +14,12 @@ targeting: implicit group: female teachers data: National Longitudinal Survey of the Young Women -design: -method: +design: quasi-experimental +method: fixed effects panel regressions; panel probit estimation sample: 2712 unit: individual -representativeness: -causal: # 0 correlation / 1 causal +representativeness: national +causal: 0 # 0 correlation / 1 causal theory: limitations: looks at strictly female sample, can not account for changes relative to men @@ -34,10 +34,10 @@ observation: measures: employment (FLFP rate) findings: higher relative wages significantly increase FLFP for female teachers; presence of new-born baby significantly decreases FLFP, significantly more than non-teachers; does not have effect on teacher/non-teacher selection channels: most relevant determinant for FLFP as teacher is college major in education; education level significant determinant; higher baby-exit effect may be due to relatively temporary lower wage loss for teachers - direction: # -1 neg / 0 none / 1 pos - significance: # 0 nsg / 1 msg / 2 sg + direction: 1 # -1 neg / 0 none / 1 pos + significance: 2 # 0 nsg / 1 msg / 2 sg -notes: PRELIMINARY EXTRACTION +notes: annotation: | A study on the effects of providing relatively higher wages for teachers, as well as fertility differences, on labour market participation of young female teachers. It finds that providing relatively higher wages for teaching professions as compared to non-teaching professions significantly increases female labour force participation for teachers, though the strongest determinant for it is possessing a college major in education, with overall education level being another determinant.