Innovation
Invented by Professor Zaid Al-Shammari in 2010.
AMLO System
Analysis Model for Learning Outcomes
AMLO transforms assessment work into evidence, provides administrations with clear visibility, and operates from an evidence-based scientific methodology. AMLO is an integrated digital system for academic evidence. The system links assessment work to approved learning outcomes, measures attainment, analyzes evidence, and converts this interpretation into feedback that supports decision-making for sustaining continuous improvement in education quality.
- Assessment work
- Outcome map
- Evidence record
- Report
Comprehensive Vision: What Is AMLO?
AMLO transforms assessment work into evidence, provides administrations with clear visibility, and operates from an evidence-based scientific methodology. AMLO is an integrated digital system for academic evidence. The system links assessment work to approved learning outcomes, measures attainment, analyzes evidence, and converts this interpretation into feedback that supports decision-making for sustaining continuous improvement in education quality.
Origin and Accreditation
AMLO carries rigorous academic and research credibility as an evidence-based scientific methodology, and enjoys high institutional and professional trust that reinforces its standing as a secure strategic investment.
Awards
AMLO received the Silver Medal for Innovation in 2011.
Scientific Foundation
The system is grounded in 22 peer-reviewed academic studies published across journals, conferences, and books.
Financial Support and Implementation
The system received financial support from the Kuwait Foundation for the Advancement of Sciences (KFAS) for practical implementation in both the State of Kuwait and London, United Kingdom.
Professional Evaluation
The system was evaluated and endorsed by Talal Abu-Ghazaleh Global, confirming its technical robustness and commercial value.
Technical Ecosystem and Capabilities
In AMLO, evidence remains visible and clear from the first assessment level through to the institution as a whole, retaining its academic meaning.
Evidence Flow
Evidence Input
Student learning work, questions, rubrics, and exams are treated as evidence inputs, not detached numbers.
Approved Outcome
Assessment elements link to approved learning outcomes from the course level to academic programs and institutional strategic objectives.
Attainment Evidence
AMLO measures, analyzes, and interprets attainment evidence while keeping it tied to its academic meaning.
Feedback and Report
Detailed reports and AI-assisted feedback support decisions that sustain continuous improvement.
Operational Capabilities
AMLO Method
A copyrighted methodology representing a paradigm shift in self-assessment of learning outcomes.
Item-to-CLO Mapping
Precise tracking of the alignment between each assessment element and the targeted outcomes.
Unified Score Capture
Assessment records and grade entry feed the same academic evidence pathway.
Semester Snapshots
Evidence reports preserve academic meaning from the course level to institutional improvement planning.
Outcome Governance
Institutions govern learning outcomes, users, evidence reports, and oversight relationships.
Approved External Reporting
Authorized administrations and reviewers access governed evidence reports within their designated permission scope.
Artificial Intelligence (CLARA AI)
Scientific Content and Alignment
AMLO integrates CLARA, the intelligent assistant powered by the OLMA engine, to accelerate scientific content development, assessment construction, and outcome alignment tracking.
Precise Detailed Reports
CLARA analyzes complex academic data to deliver tangible results through precise detailed reports.
Evidence Interpretation
CLARA interprets evidence to identify strengths and weaknesses in teaching, learning, and curriculum.
Assistive Feedback
CLARA provides assistive feedback to support decision-making.
Beneficiaries and Subscriptions
AMLO ensures that each role sees evidence only within its designated permission scope, and provides dedicated workspaces tailored to all needs.
Roles and Permissions
Faculty Members
Manage assessment structure, link elements, record grades, and review evidence.
Assistants
Support faculty members in academic workflows within defined permissions.
Students
Review attainment in courses and monitor academic progress.
Heads of Departments
Use defined permissions for academic monitoring within their departments.
Academic Institution Administrations
Manage hierarchical oversight relationships, and govern reports and users.
Regulators and Accreditation Reviewers
Review approved evidence reports through governed institutional or national relationships.
Subscription Models
Institutional Government Subscriptions
Dedicated cloud workspaces for public-sector academic and educational institutions, regulatory bodies, and national accreditation authorities.
Institutional Private Subscriptions
For private schools, institutes, colleges, and universities, via AMLO Cloud or dedicated private cloud workspaces.
Individual Subscriptions
Via AMLO Cloud dedicated to personal accounts for individuals.
Board and Management
AMLO Company is led by distinguished academic and executive leadership that ensures the realization of its strategic vision.
Board of Directors
Chaired by Professor Habib Abul (Kuwaiti), with the owners as members.
Executive Management
The company is executively managed by Professor Ali Al-Ansari (Irish).
Founding and Innovation Team
Includes the main innovator and founder of the system, Professor Zaid Al-Shammari, and the co-founder programmer, Engineer Saud Al-Mutairi.
Future Development
AMLO Company aspires to expand the application of its evidence-based methodology to new sectors beyond education, through the development of specialized models tailored to the needs of each sector.
Banking Sector
AMLO model for banks to measure and analyze evidence of institutional performance and regulatory compliance.
Industrial Sector
AMLO model for factories to track quality evidence and continuous improvement across production lines.
Government Sector
AMLO model for ministries and government authorities to measure evidence of strategic objective achievement and performance indicators.
Private Sector
AMLO model for private companies to govern evidence of competencies and continuous professional development.