Subtopic Deep Dive
Econometrics Methods
Research Guide
What is Econometrics Methods?
Econometrics Methods in Economic Growth and Fiscal Policies apply statistical techniques like panel data analysis, time series models, and instrumental variables to estimate causal effects of fiscal policies on growth outcomes.
These methods address endogeneity and heteroskedasticity in economic data using techniques such as FMOLS, DOLS, and panel regressions. Over 10 listed papers since 1986 demonstrate applications in Indonesia and ASEAN contexts, with Bairoch and Goertz (1986) cited 117 times for urbanization factors. Recent works like Hardi et al. (2023) employ FMOLS and DOLS for growth-emissions links.
Why It Matters
Robust econometrics enables causal identification of fiscal policy impacts on growth, informing decisions like government spending allocation in Indonesia (Al Gifari Hasnul, 2015; 48 citations). Panel data methods reveal regional growth drivers, aiding targeted policies (Supartoyo et al., 2014; 33 citations). Accurate estimation reduces bias in human development and inequality studies (Ghifara et al., 2022; 53 citations; Arisman, 2018; 73 citations).
Key Research Challenges
Endogeneity in Policy Effects
Fiscal policy variables often correlate with unobserved shocks, biasing OLS estimates. Panel data methods like FMOLS mitigate this (Hardi et al., 2023). Instrumental variables remain scarce in growth studies.
Heteroskedasticity in Time Series
Economic growth data exhibit varying variances over time, invalidating standard errors. DOLS and CCR address long-run relationships (Hardi et al., 2023). Cross-country panels amplify this issue (Bairoch and Goertz, 1986).
Panel Data Heterogeneity
Regional differences in Indonesia challenge fixed effects assumptions (Supartoyo et al., 2014). Methods must balance heterogeneity and common shocks. Limited data granularity hinders precise inference.
Essential Papers
Factors of Urbanisation in the Nineteenth Century Developed Countries
Paul Bairoch, Gary Goertz · 1986 · Urban Studies · 117 citations
This paper describes the situation from the beginning of the industrial revolution when levels of urbanisation were dependent on geography and the historical situation and when the general level of...
Determinant of Human Development Index in ASEAN Countries
Anton Arisman · 2018 · Signifikan Jurnal Ilmu Ekonomi · 73 citations
Human development index is one indicator of development progress on aspects of human quality in a country. This study aims to determine the factors that affect the human development index in nation...
Factors influencing the efficiency of cocoa farms: A study to increase income in rural Indonesia
Effendy, M. Fardhal Pratama, Rustam Abd. Rauf et al. · 2019 · PLoS ONE · 67 citations
Indonesia is the fifth largest cocoa-producing country in the world, and an increase in cocoa farming efficiency can help farmers to increase their per capita income and reduce poverty in rural are...
Determinants of Demand for Foreign Tourism in Indonesia
Joko Mariyono · 2017 · Jurnal Ekonomi Pembangunan Kajian Masalah Ekonomi dan Pembangunan · 57 citations
This study aims to analyze the determinants of foreign tourists visiting Indonesia. Tourism sector is important in Indonesian economy because it is one of potential sources of foreign exchange and ...
The Effect of Economic Growth, Government Spending, and Human Development Index toward Inequality of Income Distribution in the Metropolitan Cities in Indonesia
Alfath Shifa Ghifara, Achmad Nur Iman, Akhmad Kusuma Wardhana et al. · 2022 · Daengku Journal of Humanities and Social Sciences Innovation · 53 citations
This study aims to determine and analyze the influence of economic growth, government capital expenditure, and human development index on the inequality of income distribution in Metropolitan Citie...
The effects of government expenditure on economic growth: the case of Malaysia
Al Gifari Hasnul · 2015 · Munich Personal RePEc Archive (Ludwig Maximilian University of Munich) · 48 citations
The relationship between government expenditure and economic growth has been debated for decades and has not clearly stated yet. This paper gives a further evidence on the relationship between gove...
The Influence of Gross Profit Margin, Operating Profit Margin and Net Profit Margin on the Stock Price of Consumer Good Industry in the Indonesia Stock Exchange on 2012-2014
Mahruzal Mahdi, Muammar Khaddafi · 2020 · International Journal of Business Economics and Social Development · 45 citations
This study aims to analyze the effect on stock prices. Company profit information which includes gross profit margin, operating profit margin, and net profit margin are variables that are thought t...
Reading Guide
Foundational Papers
Start with Bairoch and Goertz (1986; 117 citations) for historical panel baselines, then Supartoyo et al. (2014; 33 citations) for Indonesia regional panels establishing labor/export effects.
Recent Advances
Study Hardi et al. (2023; 38 citations) for FMOLS/DOLS in growth-emissions, Ghifara et al. (2022; 53 citations) for inequality panels.
Core Methods
Panel fixed effects (Supartoyo et al., 2014), cointegration via FMOLS/DOLS/CCR (Hardi et al., 2023), robustness to heteroskedasticity (Arisman, 2018).
How PapersFlow Helps You Research Econometrics Methods
Discover & Search
Research Agent uses searchPapers and citationGraph to map 117-citation foundational work by Bairoch and Goertz (1986) to recent FMOLS applications like Hardi et al. (2023), then exaSearch uncovers Indonesia-specific panels; findSimilarPapers expands to 50+ related ASEAN studies.
Analyze & Verify
Analysis Agent applies readPaperContent to extract FMOLS specifications from Hardi et al. (2023), verifies causal claims via verifyResponse (CoVe) against Supartoyo et al. (2014) panels, and runs PythonAnalysis with pandas for heteroskedasticity tests; GRADE scores evidence strength on endogeneity handling.
Synthesize & Write
Synthesis Agent detects gaps in IV usage across fiscal papers, flags contradictions between OLS biases in Ghifara et al. (2022) and panel fixes; Writing Agent uses latexEditText for regression tables, latexSyncCitations for 10+ papers, latexCompile for full guides, exportMermaid for causal diagrams.
Use Cases
"Replicate FMOLS growth model from Hardi et al. 2023 on new Indonesia data"
Research Agent → searchPapers('FMOLS Indonesia growth') → Analysis Agent → readPaperContent(Hardi) → runPythonAnalysis(pandas regression sandbox) → matplotlib plots and GRADE-verified outputs.
"Draft LaTeX appendix with panel regressions from 5 Indonesia fiscal papers"
Research Agent → citationGraph(Supartoyo 2014) → Synthesis → gap detection → Writing Agent → latexEditText(regression tables) → latexSyncCitations(10 papers) → latexCompile(PDF appendix).
"Find GitHub code for DOLS in ASEAN economic growth papers"
Research Agent → paperExtractUrls(Hardi 2023) → Code Discovery → paperFindGithubRepo → githubRepoInspect(DOLS scripts) → runPythonAnalysis(replicate emissions-growth model).
Automated Workflows
Deep Research workflow scans 50+ papers via searchPapers on 'panel econometrics Indonesia growth', structures FMOLS/DOLS review with GRADE grading. DeepScan's 7-steps verify endogeneity fixes in Hardi et al. (2023) via CoVe checkpoints and Python replication. Theorizer generates hypotheses on fiscal multipliers from Supartoyo et al. (2014) panels.
Frequently Asked Questions
What defines Econometrics Methods in this subtopic?
Statistical tools like panel data, FMOLS, DOLS for causal inference on fiscal-growth links, addressing endogeneity (Hardi et al., 2023).
What are core methods used?
Panel regressions (Supartoyo et al., 2014), FMOLS/DOLS for cointegration (Hardi et al., 2023), OLS with fixes for heteroskedasticity (Arisman, 2018).
What are key papers?
Foundational: Bairoch and Goertz (1986; 117 citations), Supartoyo et al. (2014; 33 citations); Recent: Hardi et al. (2023; 38 citations), Ghifara et al. (2022; 53 citations).
What open problems exist?
Scarce instruments for fiscal endogeneity; handling unobserved heterogeneity in ASEAN panels; scaling FMOLS to real-time policy data.
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