As a knitwear factory owner, your focus is often on big-picture challenges related to buyers, pricing, and delivery. While you handle these major priorities, you rely on your supervisors and workers to keep production running smoothly. You expect them to give their best on the factory floor—but are they really putting in 100%? As a decision-maker, you often don’t see what’s happening on the ground level, leaving worker fraud unnoticed. 

In this blog, we break down the types of fraud happening at both floor and supervisory levels—and show you the perfect solution to tackle them. 

What is Worker Fraud in Knitwear Manufacturing? 

Worker or employee fraud in knitwear manufacturing is intentional deception or manipulation by factory personnel—at any level, from floor workers to supervisors—to gain personal or undue advantage within the workplace. 

Did You Know? 

Out of the 1,921 workplace fraud cases in the ACFE Occupational Fraud 2024 study, 175 cases occurred in manufacturing. The industry reported a median loss of $267,000, the third-highest reported among all sectors. 

Because roles and responsibilities vary across departments in a knitwear factory, the nature of discrepancies or deceptive practices also differs within the factory. Let’s now explore and understand the types of workplace fraud that occur in knitwear manufacturing. 

Different Types of Worker Fraud in the Knitting Industry 

There are several ways employees can engage in dishonest practices within a factory. Broadly speaking, employee dishonesty in knitting factories occurs in three areas: yarn handling, production reporting, and bias-driven decisions. Each category represents a distinct form of misuse that affects efficiency and costs. 

Let’s start with the yarn usage discrepancy. 

Yarn-Related Frauds  

Yarn may not always be the highest cost drainer, but it is the core of knitwear manufacturing. The quality of yarn defines both product quality and production flow. Because it passes through multiple departments, it becomes a sensitive point for manipulation.  

Let’s look into some common yarn-related deception found in knitting factories: 

1. Yarn Theft or Diversion 

Yarn movements within the factory are still managed through manual entries, with little use of digital tools. Such a system leaves room for small quantities of yarn to go missing during transfers or storage. Since operators and helpers handle yarn directly, these minor discrepancies can easily blend into routine floor activity and remain untraced. 

2. False Consumption Reporting 

Operators may report that the full quantity of yarn issued for a specific order has been used, even if some of it was not actually consumed. 

For example, 50 kg of yarn might be issued for an order, but only 45 kg is used in production. The extra 5 kg is falsely reported as legitimate waste or scrap. 

False yarn usage reporting happens when daily tracking relies on manual or self-reported data, rather than digital verification. 

3. Yarn Substitution 

Cheaper or leftover yarn can be replaced with premium stock, leading to quality mismatches or rejected orders—especially damaging luxury knitwear. 

4. Wastage Manipulation 

Yarn wastage can be subtly falsified during breaks, machine changes, or routine handling, often taking advantage of moments with minimal oversight. 

Impact of Yarn-Linked Fraud Activities 

Distorting yarn records makes it hard for procurement to know the true usage or availability, which then causes shortages or overbuying. When shortages occur, the factory is forced to purchase yarn urgently—often at higher prices. On the other hand, excess buying leads to unused stock that can age, spoil, or go to waste, turning directly into losses.  

If the cycle of yarn shortage and/or overstock continues, the factory’s inventory will lose accuracy and control, disrupting both costing and production planning. 

After yarn, the area where deception largely occurs is the production floor. Let’s cover the frauds done here. 

Production Floor Frauds  

The production floor is where material, machines, and manpower come together — making it another sensitive point for deceptive activities.  

Let’s look into the prevalent employee fraud on the shop floor. 

1. False Production Entries 

One of the most common production floor frauds is false reporting of output. Supervisors or production record keepers often increase numbers to make performance look better, while operators may exaggerate their own counts to increase piece-rate pay.  

Sometimes, unfinished pieces are logged as completed, or duplicate entries are created to meet daily targets. These activities make it difficult for management to know the factory’s true productivity and often hide genuine performance issues. 

2. Low-Quality Approvals 

This type of fraud can happen when meeting deadlines becomes more important than maintaining quality. Supervisors may approve defective pieces to keep production moving, and workers may send forward low-quality items, hoping no one notices. These shortcuts might help finish orders faster, but eventually harm product quality and buyer trust. 

3. Machine Misuse or Sabotage 

Machine-related manipulation tends to happen quietly on the floor. Operators sometimes slow down or misalign machines to create artificial downtime and claim overtime pay, while maintenance or line staff might misreport faults to cover inefficiencies. At times, machines are even used for personal work after hours. These acts lower efficiency and increase costs without being immediately visible. 

4. Ghost Work 

Ghost work arises when attendance or overtime is marked for people who weren’t actually present. Operators may ask co-workers to punch cards on their behalf, while supervisors approve such records to maintain production figures or as a favor. This practice inflates labor costs and distorts manpower data, creating a false sense of productivity and weakening internal control. 

Impact of Production Floor Fraud Activities 

Production floor fraudulence affects operational accuracy and weakens process control. They lead to unreliable production data, delayed deliveries, increased costs, and inconsistent quality standards. Over time, these issues disrupt planning, damage buyer confidence, and erode the overall efficiency of the factory. 

Compared to yarn and production-related deceits, bias-driven misconduct is more subtle, but not necessarily smaller in impact. Let’s understand the core of such fraud. 

Bias-Driven Frauds  

Just like every other industry, knitwear also includes workplace deception due to bias. Biases, especially from the higher level, i.e., supervisors or department heads, are prominent and more damaging.  

Let’s dive into such biases in detail. 

1. Favoritism Bias 

Favoritism bias is one of the most common internal distortions in knitwear factories. Instead of evaluating the performance, supervisors favor certain operators or helpers—often those they’re close to or can rely on without question.  

Supervisors might record exaggerated output for certain wage-based workers, overlook their mistakes, or approve overtime and incentives they haven’t fully earned. Because these workers depend heavily on piece-rate pay or overtime to increase their income, supervisors often use this as a way to maintain loyalty or control. In sections like linking, finishing, or trimming, favored workers are given easier styles or fewer reworks. 

Favoritism bias also extends to appraisals among salaried staff. When bonuses or yearly performance reviews are tied to productivity or team output, managers often reward those they personally favor or those who support their way of working. Objective measures like problem-solving, leadership, or quality management are overshadowed by personal loyalty.  

2. Departmental or Reporting Bias 

Departmental bias happens when production sections adjust data to protect themselves or shift blame. The knitting section may hide yarn wastage, while the finishing team may overstate rejections to justify delays. Supervisors can sometimes change daily reports to make their area look more efficient. These small adjustments make factory data look neat on paper, but they hide real production issues that need to be fixed. 

3. Vendor or Procurement Bias 

Vendor bias occurs when store or purchase staff favor certain suppliers due to personal connections or benefits. They may keep giving orders to the same vendors even if the yarn quality is inconsistent or prices are higher. Sometimes, lower-grade materials are accepted to maintain the relationship or because of small personal gains. When this happens, genuine vendor evaluation is ignored, and the factory keeps facing quality or supply problems without changing the source. 

4. Audit and Inspection Bias 

Audit bias appears during quality checks or internal reviews. Inspectors may overlook mistakes made by certain lines, workers, or senior staff they are close to. Some reports are kept clean by skipping real issues to avoid conflict. When audits or quality checks are influenced by personal ties, faults go unreported, and recurring problems continue unnoticed. 

Impact of Bias-driven Fraud Activities 

Bias-driven misconduct undermines fairness and accuracy in factory operations. They create misleading reports, uneven rewards, and flawed performance assessments that conceal real inefficiencies.  

Over time, frauds related to yarn, production, and bias create progress gaps. When these loopholes increase, they add to the hidden cost of inefficiencies and weaken productivity. While it is crucial to understand the impact but uprooting these frauds from ground level should be the prime focus. For that, you need to figure out the reason behind their existence.  

Why Does Worker Fraud Happen?  

Not all employees in knitwear manufacturing are or want to be involved in deceptive activities. But those who find thrills and anticipate gains do these. In fact, the urge to commit fraud is driven by various factors. We have come up with a formula that effectively talks about the factors that give rise to worker dishonesty. 

Worker Fraud Equation = (Intrinsic Factors × Extrinsic Factors) ÷ Technology Strength 

Translation: Worker fraud increases when employees are self-motivated negatively, management is chaotic, and technology is weak. 

Let’s understand these parameters in detail. 

1. Intrinsic Factors  

These are the internal motivation/justification/personal reasons that push workers towards deceptive activities. Aspects such as financial pressure, wheeler-dealer attitude, lack of motivation, or the belief that “everyone does it” add fuel to the fire. 

2. Extrinsic Factors 

These are the systemic or environmental reasons — such as poor supervision, manual processes, unclear rules, and lack of accountability. They represent opportunities created by weak management or systems. Considering, “no one cares” idea, employees carry out deceptive activities. 

3. Technology Strength  

Technology within the factory acts as a fraud filter.  Although many knitwear factories use Excel sheets for reporting, deceptive acts are still prevalent. Thus, there needs to be greater digital transformation in the knitting industry. For that, solutions such as KnitOne- a tailored ERP for knitwear manufacturing make a great difference. 

Why KnitOne ERP is the Ideal Solution to Curb and Control Worker Fraud in Knitwear Manufacturing? 

KnitOne is a digital solution that came into existence to address the unique challenges of knitting manufacturers. Since it is an ERP built specifically for knitwear manufacturing, it deeply understands these fraudulent activities. Moreover, its various modules, given below, rightfully prevent deceitful work. 

• Worker Efficiency Module tracks the performance of all employees.  

• Yarn Inventory Module monitors yarn movements from inventory to decommission. 

• PPC (Production Planning & Control) Module to plan your knitting days and machine utilization. 

 Final Thoughts 

Worker fraud is not a new term in the knitting manufacturing industry. However, worker fraud can directly affect the factory’s productivity. These acts of deceit can range from yarn theft to false reporting and even favoritism on the floor. Production delays and obscure real performance become the obvious signs that your factory might be losing money to worker fraud activities. 

To be honest, fraud thrives where supervision is weak, processes are manual, and technology is limited. All such issues can be efficiently handled by KnitOne ERP. When the inventory-to-shipment process runs on automation, every operation stays transparent, efficient, and fraud-resistant.  

Why wait? Boost Profits with KnitOne’s Complete Operational Visibility.