Institutional Leave Platform

Leave Management.
Forecasting & DSS.

File leave, score requests with a weighted decision support engine, review staffing overlaps, and route approvals through Supervisor → HRMO → Admin — with forecasts and anomaly alerts for HRMO.

Leave Demand Forecast — Hybrid WMA + ES
DSS Score
Approve / Review / Reject
Anomaly Flags
Z-Score & IQR
Staffing Review
Overlap analysis
Annual
Sick
Emergency
Special
Core Capabilities

What LeaveLink Actually Does

Built-in forecasting, scoring, and workflow tools — not marketing placeholders

Forecasting
Hybrid WMA + ES

Weighted Moving Average blended with Exponential Smoothing for department-level leave demand projections.

Decision Support
5-Factor DSS

Composite 0–100 score from leave balance, staffing, forecast risk, anomaly flags, and policy compliance.

Access Control
5 Roles

Employee, Supervisor, HRMO, Final Approver (fallback), and Admin — each with scoped menus and permissions.

Anomaly Detection
Z-Score + IQR

Statistical outlier detection with optional K-Means clustering to surface unusual leave patterns.

Process Flow

How LeaveLink Works

From filing a request to HRMO analytics — the actual workflow built into the app

Step 01

File a Leave Request

Employees submit leave with type, dates, and reason. The system runs DSS scoring immediately and notifies the first approver.

Step 02

DSS Scoring & Anomaly Check

Each request gets a composite score from five weighted factors plus anomaly flags from Z-Score and IQR analysis.

Step 03

Multi-Level Approval

Supervisor → HRMO → Admin review with digital signatures, staffing overlap analysis, approval insight, and DSS guidance.

Step 04

Dashboards & Reports

Role-based dashboards, HRMO forecast and anomaly views, monitoring timeline, PDF reports, and in-app notifications.

Platform Modules

Everything in the App

Modules you will find after signing in — matched to the sidebar navigation

Leave Filing & Balance

File leave, view my leaves, check credits, and generate the official leave form.

Pending Approvals

Supervisors and HRMO review queues with badges for new pending items.

Staffing Impact Review

Overlapping leave analysis scoped by role — supervisor sees their team, HRMO sees all departments.

Digital Signatures

Approvers sign requests digitally at each approval level before forwarding.

Notifications Center

In-app alerts for filings, approvals, registrations, and pending actions with bell badge.

Self-Registration

New users register by role with department and supervisor assignment; admins confirm accounts.

Monitoring Timeline

Track leave activity and system events on a chronological monitoring view.

Reports & PDF Export

Generate leave reports and analytics exports for supervisors, HRMO, and admin.

Administration

User management, departments, supervisor assignment, dataset upload, and audit logs.

Forecasting & DSS

Data-Driven Support at
Every Approval

LeaveLink uses statistical forecasting and a weighted scoring engine — not black-box ML. HRMO analytics refresh from your organization's leave history, and every DSS score shows a transparent breakdown of its five contributing factors.

Hybrid Demand Forecasting (WMA + ES)

Weighted Moving Average blended with Exponential Smoothing for month-ahead leave demand by department and leave type.

Weighted Moving Average Exponential Smoothing Confidence by Data Volume

Statistical Anomaly Detection

Z-Score and IQR methods flag unusual leave behaviour; K-Means clustering groups patterns for HRMO review.

Z-Score Analysis IQR Detection K-Means Clustering

Decision Support System (DSS)

Weighted composite score (0–100) from five factors. Recommends Approve (≥70), Review (≥45), or Reject.

Leave Balance — 25% Staffing — 20% Forecast Risk — 20% Anomaly — 15% Policy — 20%
DSS Engine Output
Leave #LR-2026-0441
Recommend: Approve
Leave Balance (25% weight) 88%
Staffing Availability (20% weight) 72%
Forecast Risk (20% weight) 65%
Anomaly Score (15% weight) 95%
Policy Compliance (20% weight) 91%
87
Composite DSS Score
Illustrative example — scores are computed per request
● Approve ≥ 70 · Review ≥ 45
Anomaly Flagged
IQR outlier — flagged for HRMO review
Next Month Forecast
Hybrid WMA + ES projection
About LeaveLink

Institutional Leave
Management Platform

LeaveLink replaces manual leave tracking with a unified PHP/MySQL system — filing, multi-level approvals, staffing review, forecasting, and audit trails in one deployable platform.

Built for shared hosting with role-based access for employees through administrators. Every approval action is logged, DSS scores are explainable, and HRMO analytics run on your organization's actual leave data — including optional CSV dataset import.

PHP / MySQL Shared Hosting Ready Role-Based Access Audit Trails 3-Level Approval Chain CSV Dataset Import Digital Signatures Email Notifications (SMTP) Self-Registration
Secure & Auditable
bcrypt passwords, session management, CSRF protection, and full audit logging on every action.
Notifications & Badges
Bell icon and notification center alert approvers to new filings, registrations, and pending items.
Reports & Monitoring
PDF report export, monitoring timeline, and role-scoped dashboards with Chart.js visualizations.
Institutional Access

Ready to use LeaveLink?

Sign in with your institutional account, or register if your organization allows self-enrollment. Contact your HR or IT administrator if you need access.