Jove
Visualize
Contact Us
JoVE
x logofacebook logolinkedin logoyoutube logo
ABOUT JoVE
OverviewLeadershipBlogJoVE Help Center
AUTHORS
Publishing ProcessEditorial BoardScope & PoliciesPeer ReviewFAQSubmit
LIBRARIANS
TestimonialsSubscriptionsAccessResourcesLibrary Advisory BoardFAQ
RESEARCH
JoVE JournalMethods CollectionsJoVE Encyclopedia of ExperimentsArchive
EDUCATION
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab ManualFaculty Resource CenterFaculty Site
Terms & Conditions of Use
Privacy Policy
Policies

Related Concept Videos

Actuarial Approach01:20

Actuarial Approach

107
The actuarial approach, a statistical method originally developed for life insurance risk assessment, is widely used to calculate survival rates in clinical and population studies. This method accounts for participants lost to follow-up or those who die from causes unrelated to the study, ensuring a more accurate representation of survival probabilities.
Consider the example of a high-risk surgical procedure with significant early-stage mortality. A two-year clinical study is conducted,...
107
Design Example: Analyzing Capacity Contours for Flood Risk Assessment01:17

Design Example: Analyzing Capacity Contours for Flood Risk Assessment

86
Flood risk assessment involves careful planning and analysis to ensure the safety of communities near water retention structures. Capacity contours are a vital tool in this process, as they illustrate the potential spread of water at specific levels in a given area. In the context of building a bund across a small valley, these contours play a critical role in evaluating the safety of nearby residential areas.In this example, the bund is intended to store stormwater in the valley. The engineers...
86
Types of Biopharmaceutical Studies: Controlled and Non-Controlled Approaches01:23

Types of Biopharmaceutical Studies: Controlled and Non-Controlled Approaches

155
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,...
155
Sampling Plans01:23

Sampling Plans

232
Sampling is a crucial step in analytical chemistry, allowing researchers to collect representative data from a large population. Common sampling methods include random, judgmental, systematic, stratified, and cluster sampling.
Random sampling is a method where each member of the population has an equal chance of being selected for the sample. It involves selecting individuals randomly, often using random number generators or lottery-type methods. For example, when analyzing the properties of a...
232
Planning Nursing Care I01:21

Planning Nursing Care I

4.6K
The planning phase of the nursing process helps nurses set priorities, outline patient-centered goals and expected outcomes, and tailor nursing interventions to align with the aligned care plan. Through the planning phase, the nurse applies critical thinking skills to align and develop interventions according to the patient's needs. It provides continuity of care allowing patients to receive the maximum benefit from treatment. It serves as a pilot plan for allocating individual staff to a...
4.6K
Decision Making: P-value Method01:09

Decision Making: P-value Method

5.6K
The process of hypothesis testing based on the P-value method includes calculating the P- value using the sample data and interpreting it.
First, a specific claim about the population parameter is proposed. The claim is based on the research question and is stated in a simple form. Further, an opposing statement to the claim  is also stated. These statements can act as null and alternative hypotheses:  a null hypothesis would be a neutral statement while the alternative hypothesis can...
5.6K

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by
Same author

Coplanar indoline-functionalized fullerene with elevated LUMO level for tin halide perovskite photovoltaics.

Chemical communications (Cambridge, England)·2026
Same author

Biomimetic PLGA nanofiber scaffolds: Crystallization-driven mechanical reinforcement and degradation kinetics analysis.

Journal of the mechanical behavior of biomedical materials·2026
Same author

Pathophysiology and multi-target prevention strategies for cyclophosphamide-induced bladder injury.

iScience·2026
Same author

Lactylation stabilizes PD-L1 to promote tumor immune evasion and cell growth.

Cell death & disease·2026
Same author

Inhibiting Sn<sup>2+</sup> Oxidation with Dual-Functional Guanidines for Robust Tin Perovskite Solar Cells.

The journal of physical chemistry letters·2026
Same author

Regulating the crystallization behavior of quasi-2D Dion-Jacobson tin perovskites with a non-linear organic spacer.

Nanoscale·2025
Same journal

A new Twitter based credit rating model methodology.

Annals of operations research·2026
Same journal

No good Markov strategies for Büchi objectives in countable MDPs.

Annals of operations research·2026
Same journal

Going faster to see further: graphics processing unit-accelerated value iteration and simulation for perishable inventory control using JAX.

Annals of operations research·2025
Same journal

Enhancing the best-first-search F with incremental search and restarts for large-scale single machine scheduling with release dates and deadlines.

Annals of operations research·2025
Same journal

Large-scale collaborative vehicle routing.

Annals of operations research·2025
Same journal

Optimal bailout strategies resulting from the drift controlled supercooled Stefan problem.

Annals of operations research·2024
See all related articles

Related Experiment Video

Updated: Aug 9, 2025

Spatial Multiobjective Optimization of Agricultural Conservation Practices using a SWAT Model and an Evolutionary Algorithm
11:53

Spatial Multiobjective Optimization of Agricultural Conservation Practices using a SWAT Model and an Evolutionary Algorithm

Published on: December 9, 2012

13.0K

A multi-objective optimization approach for integrated risk-based internal audit planning.

Xiong Wang1,2, Fernando A F Ferreira1,3, Pengyu Yan2

  • 1ISCTE Business School, BRU-IUL, University Institute of Lisbon, Lisbon, Portugal.

Annals of Operations Research
|February 23, 2023
PubMed
Summary
This summary is machine-generated.

This study introduces an integrated risk-based approach for annual audit planning, moving beyond simple risk minimization to maximize organizational value. The proposed framework uses a combined AHP, FCE, and WMCGP model for effective audit activity selection and resource allocation.

Keywords:
Analytic hierarchy processFuzzy comprehensive evaluationIntegrated audit planRisk assessmentWeighted multi-choice goal programming

More Related Videos

An R-Based Landscape Validation of a Competing Risk Model
05:37

An R-Based Landscape Validation of a Competing Risk Model

Published on: September 16, 2022

2.1K
Measuring the Subjective Value of Risky and Ambiguous Options using Experimental Economics and Functional MRI Methods
13:04

Measuring the Subjective Value of Risky and Ambiguous Options using Experimental Economics and Functional MRI Methods

Published on: September 19, 2012

12.2K

Related Experiment Videos

Last Updated: Aug 9, 2025

Spatial Multiobjective Optimization of Agricultural Conservation Practices using a SWAT Model and an Evolutionary Algorithm
11:53

Spatial Multiobjective Optimization of Agricultural Conservation Practices using a SWAT Model and an Evolutionary Algorithm

Published on: December 9, 2012

13.0K
An R-Based Landscape Validation of a Competing Risk Model
05:37

An R-Based Landscape Validation of a Competing Risk Model

Published on: September 16, 2022

2.1K
Measuring the Subjective Value of Risky and Ambiguous Options using Experimental Economics and Functional MRI Methods
13:04

Measuring the Subjective Value of Risky and Ambiguous Options using Experimental Economics and Functional MRI Methods

Published on: September 19, 2012

12.2K

Area of Science:

  • Business and Management
  • Decision Science
  • Accounting and Auditing

Background:

  • Annual audit planning is a complex, multi-criteria decision-making challenge for internal audit departments.
  • Existing methods often focus solely on risk minimization, potentially limiting the value internal audit adds to an organization.
  • Constrained resources necessitate careful analysis and evaluation of factors for selecting auditable units.

Purpose of the Study:

  • To propose an integrated risk-based internal audit planning framework that aims to add more value to organizations.
  • To develop a multi-stage framework that supports the creation of a value-added annual audit plan.
  • To assist audit departments in achieving multiple objectives beyond just risk management.

Main Methods:

  • A combined Analytic Hierarchy Process (AHP), Fuzzy Comprehensive Evaluation (FCE), and Weighted Multi-Choice Goal Programming (WMCGP) approach is utilized.
  • The framework integrates risk assessment of auditable units with audit activity selection and resource allocation.
  • The model incorporates both qualitative and quantitative decision criteria for comprehensive evaluation.

Main Results:

  • A real-life case study demonstrates the development of an integrated risk-based annual audit plan.
  • Sensitivity analysis validates the effectiveness and robustness of the proposed approach.
  • The proposed framework proves to be a valuable tool for internal audit planning.

Conclusions:

  • The integrated framework enhances internal audit planning by considering multiple objectives and value creation.
  • The methodology offers a systematic approach to selecting audit activities and allocating resources effectively.
  • The study's implications extend to various other selection and allocation problems in different domains.