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A Systematic Literature Review on Reasons and Approaches for Accurate Effort Estimations in Agile

https://doi.org/10.1145/3663365
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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Automated software effort estimation for agile development system by heuristically improved hybrid learning
inferredcites →https://doi.org/10.1002/smr.1983openalex-snapshot
The state‐of‐the‐art in software development effort estimation
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Reducing the Uncertainty of Agile Software Development Using a Random Forest Classification Algorithm
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Effort Estimation in Agile Software Development: A Exploratory Study of Practitioners’ Perspective
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State of the Practice in Software Effort Estimation: A Survey and Literature Review
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Chaos-based Modified Morphological Genetic Algorithm for Software Development Cost Estimation
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A framework for quality assessment of just-in-time requirements: the case of open source feature requests
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Neural network based models for software effort estimation: a review
inferredcites →https://doi.org/10.1007/s10462-021-10132-xopenalex-snapshot
Data-driven effort estimation techniques of agile user stories: a systematic literature review
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An ensemble-based model for predicting agile software development effort
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Story points changes in agile iterative development
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A systematic literature review on quality criteria for agile requirements specifications
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Support vector regression for enhancement effort prediction of Scrum projects from COSMIC functional size
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Integrating software effort estimation with risk management
inferredcites →https://doi.org/10.1007/s13369-023-07711-1openalex-snapshot
IFEJM: New Intuitionistic Fuzzy Expert Judgment Method for Effort Estimation in Agile Software Development
inferredcites →https://doi.org/10.1007/s41870-018-0131-2openalex-snapshot
Effort estimation in agile software development using experimental validation of neural network models
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A predictive model to estimate effort in a sprint using machine learning techniques
inferredcites →https://doi.org/10.1016/j.advengsoft.2022.103159openalex-snapshot
A software-based cost estimation technique in scrum using a developer's expertise
inferredcites →https://doi.org/10.1016/j.advengsoft.2022.103209openalex-snapshot
Estimation of cost and development effort in Scrum-based software projects considering dimensional success factors
inferredcites →https://doi.org/10.1016/j.advengsoft.2022.103329openalex-snapshot
Prediction based cost estimation technique in agile development
inferredcites →https://doi.org/10.1016/j.ijsu.2021.105906openalex-snapshot
The PRISMA 2020 statement: An updated guideline for reporting systematic reviews
inferredcites →https://doi.org/10.1016/j.infsof.2005.04.004openalex-snapshot
Software effort estimation terminology: The tower of Babel
inferredcites →https://doi.org/10.1016/j.infsof.2011.09.002openalex-snapshot
Systematic literature review of machine learning based software development effort estimation models
inferredcites →https://doi.org/10.1016/j.infsof.2014.07.013openalex-snapshot
Analogy-based software development effort estimation: A systematic mapping and review
inferredcites →https://doi.org/10.1016/j.infsof.2018.02.009openalex-snapshot
Effort estimation in large-scale software development: An industrial case study
inferredcites →https://doi.org/10.1016/j.infsof.2019.106241openalex-snapshot
Intelligent software engineering in the context of agile software development: A systematic literature review
inferredcites →https://doi.org/10.1016/j.jss.2012.04.005openalex-snapshot
On using planning poker for estimating user stories
inferredcites →https://doi.org/10.1016/j.jss.2016.02.049openalex-snapshot
Multi-level agile project management challenges: A self-organizing team perspective
inferredcites →https://doi.org/10.1016/j.jss.2016.05.016openalex-snapshot
Systematic literature review of ensemble effort estimation
inferredcites →https://doi.org/10.1016/j.jss.2017.01.027openalex-snapshot
Bayesian network model for task effort estimation in agile software development
inferredcites →https://doi.org/10.1016/j.jss.2018.09.054openalex-snapshot
Developing and using checklists to improve software effort estimation: A multi-case study
inferredcites →https://doi.org/10.1016/j.jss.2019.06.075openalex-snapshot
Combining data analytics and developers feedback for identifying reasons of inaccurate estimations in agile software development
inferredcites →https://doi.org/10.1016/j.jss.2023.111739openalex-snapshot
Data-driven agile software cost estimation models for DHS and DoD
inferredcites →https://doi.org/10.1016/j.procs.2015.07.474openalex-snapshot
Empirical Validation of Neural Network Models for Agile Software Effort Estimation based on Story Points
inferredcites →https://doi.org/10.1016/s0164-1212(02)00156-5openalex-snapshot
A review of studies on expert estimation of software development effort
inferredcites →https://doi.org/10.1038/s41598-022-11565-2openalex-snapshot
An efficient ANFIS-EEBAT approach to estimate effort of Scrum projects
inferredcites →https://doi.org/10.1049/ic.2012.0030openalex-snapshot
Does the use of Fibonacci numbers in Planning Poker affect effort estimates?
inferredcites →https://doi.org/10.1093/comjnl/bxy141openalex-snapshot
Ontology-Oriented Software Effort Estimation System for E-commerce Applications Based on Extreme Programming and Scrum Methodologies
inferredcites →https://doi.org/10.1109/access.2020.3021664openalex-snapshot
An Update on Effort Estimation in Agile Software Development: A Systematic Literature Review
inferredcites →https://doi.org/10.1109/apsec.2016.034openalex-snapshot
An Algorithmic-Based Change Effort Estimation Model for Software Development
inferredcites →https://doi.org/10.1109/cogmi48466.2019.00030openalex-snapshot
Applying Software Design Metrics to Developer Story: A Supervised Machine Learning Analysis
inferredcites →https://doi.org/10.1109/compsac.2016.85openalex-snapshot
Cost-Effective Supervised Learning Models for Software Effort Estimation in Agile Environments
inferredcites →https://doi.org/10.1109/ecbs.2008.58openalex-snapshot
Agile Release Planning: Dealing with Uncertainty in Development Time and Business Value
inferredcites →https://doi.org/10.1109/empire.2012.6347678openalex-snapshot
Case studies in just-in-time requirements analysis
inferredcites →https://doi.org/10.1109/enc56672.2022.9882947openalex-snapshot
Software Effort Estimation for Agile Software Development Using a Strategy Based on k-Nearest Neighbors Algorithm
inferredcites →https://doi.org/10.1109/esem.2017.10openalex-snapshot
Early Phase Cost Models for Agile Software Processes in the US DoD
inferredcites →https://doi.org/10.1109/ic3.2016.7880216openalex-snapshot
Effort, duration and cost estimation in agile software development
inferredcites →https://doi.org/10.1109/icgse.2015.10openalex-snapshot
An Empirical Investigation on Effort Estimation in Agile Global Software Development
inferredcites →https://doi.org/10.1109/icis.2010.126openalex-snapshot
Model-Based Dynamic Cost Estimation and Tracking Method for Agile Software Development
inferredcites →https://doi.org/10.1109/iciteed.2013.6676222openalex-snapshot
Efficiency factor and risk factor based user case point test effort estimation model compatible with agile software development
inferredcites →https://doi.org/10.1109/icitm48982.2020.9080362openalex-snapshot
An Industrial Investigation into Effort Estimation Predictors for Mobile App Development in Agile Processes
inferredcites →https://doi.org/10.1109/icngcis.2017.33openalex-snapshot
Systematic Literature Review on Software Effort Estimation Using Machine Learning Approaches
inferredcites →https://doi.org/10.1109/icodse56892.2022.9972012openalex-snapshot
PREP: A Post-Requirements Effort Estimation Method in Scrum's Sprint Grooming
inferredcites →https://doi.org/10.1109/icraie51050.2020.9358309openalex-snapshot
Linear Regression Model for Agile Software Development Effort Estimation
inferredcites →https://doi.org/10.1109/icroit.2014.6798284openalex-snapshot
Cost and effort estimation in agile software development
inferredcites →https://doi.org/10.1109/icsa-c.2019.00031openalex-snapshot
Extracting Quality Attributes from User Stories for Early Architecture Decision Making
inferredcites →https://doi.org/10.1109/icse43902.2021.00014openalex-snapshot
Playing Planning Poker in Crowds: Human Computation of Software Effort Estimates
inferredcites →https://doi.org/10.1109/icsme52107.2021.00017openalex-snapshot
Towards Just-Enough Documentation for Agile Effort Estimation: What Information Should Be Documented?
inferredcites →https://doi.org/10.1109/icst46399.2020.00040openalex-snapshot
SPECMATE: Automated Creation of Test Cases from Acceptance Criteria
inferredcites →https://doi.org/10.1109/iwsm-mensura.2013.18openalex-snapshot
Improving the User Story Agile Technique Using the INVEST Criteria
inferredcites →https://doi.org/10.1109/mc.1999.796142openalex-snapshot
Computer society and ACM approve software engineering code of ethics
inferredcites →https://doi.org/10.1109/ms.2010.111openalex-snapshot
iUCP: Estimating Interactive-Software Project Size with Enhanced Use-Case Points
inferredcites →https://doi.org/10.1109/ms.2018.2875845openalex-snapshot
Agile Uncertainty Assessment for Benefit Points and Story Points
inferredcites →https://doi.org/10.1109/rew57809.2023.00016openalex-snapshot
Using ChatGPT to Generate Human-Value User Stories as Inspirational Triggers
inferredcites →https://doi.org/10.1109/saner53432.2022.00101openalex-snapshot
Investigating the Effectiveness of Clustering for Story Point Estimation
inferredcites →https://doi.org/10.1109/seaa.2016.24openalex-snapshot
Supporting Feature Estimation with Risk and Effort Annotations
inferredcites →https://doi.org/10.1109/seaa.2017.64openalex-snapshot
Utilizing Change Impact Analysis for Effort Estimation in Agile Development
inferredcites →https://doi.org/10.1109/tse.2008.76openalex-snapshot
Predicting Project Velocity in XP Using a Learning Dynamic Bayesian Network Model
inferredcites →https://doi.org/10.1109/tse.2010.63openalex-snapshot
What Makes a Good Bug Report?
inferredcites →https://doi.org/10.1109/tse.2017.2730870openalex-snapshot
Coordination Challenges in Large-Scale Software Development: A Case Study of Planning Misalignment in Hybrid Settings
inferredcites →https://doi.org/10.1109/tse.2018.2792473openalex-snapshot
A Deep Learning Model for Estimating Story Points
inferredcites →https://doi.org/10.1109/tse.2020.3025317openalex-snapshot
Real World Scrum A Grounded Theory of Variations in Practice
inferredcites →https://doi.org/10.1109/tse.2021.3080666openalex-snapshot
Empirical Effort and Schedule Estimation Models for Agile Processes in the US DoD
inferredcites →https://doi.org/10.1109/tse.2021.3083360openalex-snapshot
Multi-Objective Software Effort Estimation: A Replication Study
inferredcites →https://doi.org/10.1109/tse.2022.3158252openalex-snapshot
GPT2SP: A Transformer-Based Agile Story Point Estimation Approach
inferredcites →https://doi.org/10.1109/tse.2022.3174092openalex-snapshot
SEGRESS: Software Engineering Guidelines for REporting Secondary Studies
inferredcites →https://doi.org/10.1136/bmj.39489.470347.adopenalex-snapshot
GRADE: an emerging consensus on rating quality of evidence and strength of recommendations
inferredcites →https://doi.org/10.1142/s0218194017500243openalex-snapshot
An Effort Estimation Taxonomy for Agile Software Development
inferredcites →https://doi.org/10.1142/s0218194018400302openalex-snapshot
Effort Estimation in Agile Software Development: An Updated Review
inferredcites →https://doi.org/10.1142/s0218194020500035openalex-snapshot
Story Point-Based Effort Estimation Model with Machine Learning Techniques
inferredcites →https://doi.org/10.1145/2381716.2381790openalex-snapshot
Phase wise effort estimation for software maintenance
inferredcites →https://doi.org/10.1145/2639490.2639503openalex-snapshot
Effort estimation in agile software development
inferredcites →https://doi.org/10.1145/2652524.2652571openalex-snapshot
An approach for effort estimation in incremental software development using cosmic function points
inferredcites →https://doi.org/10.1145/2745802.2745813openalex-snapshot
Effort estimation in agile software development
inferredcites →https://doi.org/10.1145/2972958.2972959openalex-snapshot
Estimating Story Points from Issue Reports
inferredcites →https://doi.org/10.1145/3084226.3084240openalex-snapshot
Operationalizing the Experience Factory for Effort Estimation in Agile Processes
inferredcites →https://doi.org/10.1145/3106237.3106285openalex-snapshot
Detecting missing information in bug descriptions
inferredcites →https://doi.org/10.1145/3202710openalex-snapshot
Proceedings of the 2018 International Conference on Software and System Process
inferredcites →https://doi.org/10.1145/3379177.3388895openalex-snapshot
Generating Use Case Scenarios from User Stories
inferredcites →https://doi.org/10.1145/3388176.3388212openalex-snapshot
A Pair Estimation Technique of Effort Estimation in Mobile App Development for Agile Process
inferredcites →https://doi.org/10.1145/3412841.3442030openalex-snapshot
An analysis of Monte Carlo simulations for forecasting software projects
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Proceedings of the European Conference on Pattern Languages of Programs 2020
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A versatile dataset of agile open source software projects
inferredcites →https://doi.org/10.1145/3524842.3528445openalex-snapshot
Towards reliable agile iterative planning via predicting documentation changes of work items
inferredcites →https://doi.org/10.1145/3528588.3528654openalex-snapshot
Story point level classification by text level graph neural network
inferredcites →https://doi.org/10.1145/3544902.3546248openalex-snapshot
Heterogeneous Graph Neural Networks for Software Effort Estimation
inferredcites →https://doi.org/10.11591/ijai.v11.i1.pp265-275openalex-snapshot
An enhanced support vector regression model for agile projects cost estimation
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A Fuzzy based Model for Effort Estimation in Scrum Projects
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A fuzzified story point approach for agile projects
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Combining Data Analytics with Team Feedback to Improve the Estimation Process in Agile Software Development
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A Novel Hybrid ABC-PSO Algorithm for Effort Estimation of Software Projects Using Agile Methodologies
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A MULTIPLE NON-LINEAR REGRESSION MODEL TO ESTIMATE THE AGILE TESTING EFFORTS FOR SMALL WEB PROJECTS
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An Effort Estimation Support Tool for Agile Software Development: An Empirical Evaluation
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An Enhanced Framework for Effort Estimation of Agile Projects
inferredcites →https://doi.org/10.22266/ijies2019.0430.25openalex-snapshot
Effort Estimation in Agile Software Development using Evolutionary CostSensitive Deep Belief Network
inferredcites →https://doi.org/10.23919/softcom50211.2020.9238219openalex-snapshot
An NLP Approach to Estimating Effort in a Work Environment
inferredcites →https://doi.org/10.31341/jios.44.1.3openalex-snapshot
The Effects of Turnover on Expert Effort Estimation
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Data Mining Approach to Effort Modeling On Agile Software Projects
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The combined model for software development effort estimation using polynomial regression for heterogeneous projects
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MUCPSO: A Modified Chaotic Particle Swarm Optimization with Uniform Initialization for Optimizing Software Effort Estimation
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Effort and Cost Estimation Using Decision Tree Techniques and Story Points in Agile Software Development
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Application of Fuzzy Sets to the Expert Estimation of Scrum-Based Projects
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Story Point Estimation Using Issue Reports With Deep Attention Neural Network
inferredcites →https://doi.org/10.4018/978-1-6684-2408-7.ch014openalex-snapshot
The Role of Neural Networks and Metaheuristics in Agile Software Development Effort Estimation
inferredcites →https://doi.org/10.5120/ijais12-450574openalex-snapshot
Effort Estimation in Agile Software Development using Story Points
inferredcites →https://doi.org/10.5220/0011321000003266openalex-snapshot
Software Enhancement Effort Estimation using Stacking Ensemble Model within the Scrum Projects: A Proposed Web Interface
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A Linear Use Case Based Software Cost Estimation Model
inferredcites →https://doi.org/10.5281/zenodo.7825027openalex-snapshot
SOFTWARE EFFORT ESTIMATION USING HIERARCHICAL ATTENTION NEURAL NETWORK
inferredcites →https://doi.org/10.5860/choice.43-5664openalex-snapshot
Systematic reviews in the social sciences: a practical guide
inferredcites →https://doi.org/10.6084/m9.figshare.22122245openalex-snapshot
Estimation Literature Review replication package
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Risk Aware and Quality Enriched Effort Estimation for Mobile Applications in Distributed Agile Software Development

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Agile Software Cost Estimation Model Based on Constricted Particle Swarm Optimization
inferred← citeshttps://doi.org/10.1007/978-3-031-94544-1_14openalex-snapshot
Agile Effort Estimation Usage in the Sri Lankan Software Industry
inferred← citeshttps://doi.org/10.1007/978-3-032-05799-0_10openalex-snapshot
Lessons from a Big-Bang Integration: Challenges in Edge Computing and Machine Learning
inferred← citeshttps://doi.org/10.1007/978-981-96-6008-7_12openalex-snapshot
Optimizing Task Estimation Accuracy in Agile Projects: A Data-Driven Study
inferred← citeshttps://doi.org/10.1007/s44443-025-00058-7openalex-snapshot
A data-driven cost estimation model for agile development based on Kolmogorov-Arnold Networks and AdamW optimization
inferred← citeshttps://doi.org/10.1016/j.jss.2026.113129openalex-snapshot
Large language models in software project management: A two-phase systematic literature review
inferred← citeshttps://doi.org/10.1038/s41598-026-41102-4openalex-snapshot
Intelligent techniques for predictive analytics in Agile software development
inferred← citeshttps://doi.org/10.1109/access.2025.3600321openalex-snapshot
Effort Estimation in Agile and DevOps: A Systematic Literature Review of Stakeholder Dissatisfaction
inferred← citeshttps://doi.org/10.1109/clei67442.2025.11420758openalex-snapshot
A Tertiary Study of Systematic Reviews on Machine Learning Techniques For Software Team Effort Estimation
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A hybrid deep learning model for user story effort estimation
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