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Related Concept Videos

Randomized Experiments01:13

Randomized Experiments

The randomization process involves assigning study participants randomly to experimental or control groups based on their probability of being equally assigned. Randomization is meant to eliminate selection bias and balance known and unknown confounding factors so that the control group is similar to the treatment group as much as possible. A computer program and a random number generator can be used to assign participants to groups in a way that minimizes bias.
Simple randomization
Simple...
Types of Biopharmaceutical Studies: Controlled and Non-Controlled Approaches01:23

Types of Biopharmaceutical Studies: Controlled and Non-Controlled Approaches

Biopharmaceutical studies constitute a vital field aiming to enhance drug delivery methods and refine therapeutic approaches, drawing upon diverse interdisciplinary knowledge. In research methodologies, the choice between controlled and non-controlled studies significantly influences the study's reliability and accuracy.
Non-controlled studies, commonly employed for initial exploration, lack a control group, rendering them susceptible to biases and external influences. In contrast, controlled...
Types of Impact01:30

Types of Impact

Impacts can be classified in various forms, primarily under two subgroups: central impact and oblique impact. A central impact occurs when two objects collide head-on, possessing opposite velocities aligned along the line of impact. Conversely, an oblique impact occurs when two objects collide at an angle, resulting in a modification of both direction and velocity.
The coefficient of restitution is a metric for understanding the dynamics of impacts. It quantifies the ratio of relative velocity...
Study Designs in Epidemiology01:20

Study Designs in Epidemiology

Epidemiological study designs are fundamental tools for investigating the distribution, determinants, and control of health conditions in populations. They help researchers understand the relationships between exposures and outcomes, and they broadly fall into two categories: "observational" and "experimental" studies.
Observational studies are those where the researcher does not intervene but rather observes natural variations. They include cross-sectional, cohort, and case-control studies.
Bootstrapping01:24

Bootstrapping

The term "bootstrap" originated in the 19th century as a metaphor for self-improvement or achieving something independently, without external assistance. This concept extends to statistical bootstrapping, a self-contained method for estimating population parameters through resampling, even though it can be computationally intensive. Developed by the American statistician Dr. Bradley Efron in 1979, bootstrapping provides a robust way to perform inference when the original sample size is small or...
Cochran's Q Test01:17

Cochran's Q Test

Cochran's Q Test is a nonparametric statistical test used to determine if there are potential differences in the outcomes of three or more related groups on a binary (yes/no) or dichotomous outcome. It is essentially an extension of the McNemar Test, which is limited to two related samples - Cochran's Q test can handle three or more related samples, making it more versatile in scenarios where subjects are measured under multiple conditions. The test statistic follows a Chi-Square distribution,...

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Related Experiment Videos

Microcredit in theory and practice: using randomized credit scoring for impact evaluation.

Dean Karlan1, Jonathan Zinman

  • 1Department of Economics, Yale University, New Haven, CT 06520, USA. dean.karlan@yale.edu

Science (New York, N.Y.)
|June 11, 2011
PubMed
Summary

Microcredit loans in the Philippines increased borrowing but reduced business activity and well-being. While not boosting female entrepreneurship as expected, microloans improved risk management and community ties.

Related Experiment Videos

Area of Science:

  • Development Economics
  • Behavioral Economics
  • Poverty Alleviation

Background:

  • Microcredit is a significant global tool for poverty reduction, primarily targeting female entrepreneurs.
  • Proponents claim microcredit stimulates enterprise growth and enhances borrower well-being by addressing market failures.

Purpose of the Study:

  • To empirically test the hypothesized impacts of microcredit on enterprise growth, well-being, and poverty.
  • To investigate the specific channels through which microcredit affects borrowers in the Philippines.

Main Methods:

  • A randomized controlled trial (RCT) involving 1601 individuals in the Philippines.
  • Individual liability microloans (average $225) were assigned via credit scoring, with outcomes assessed over 11-22 months.

Main Results:

  • Net borrowing increased significantly in the treatment group, indicating unmet demand at a ~60% annualized interest rate.
  • Business activities and employment levels decreased, and subjective well-being slightly declined among borrowers.
  • Treatment effects were not more pronounced for women; however, microloans enhanced risk coping, community ties, and informal credit access.

Conclusions:

  • Microcredit in this context did not spur enterprise growth or well-being as proponents suggest.
  • The benefits of microcredit may operate through mechanisms such as improved risk management and social capital, rather than direct business expansion.