Workload is the amount of work an individual has to do. There is a distinction between the actual amount of work and the individuals perception of the workload. Workload can also be classified as quantitative the amount of work to be done or qualitative the difficulty of the work.

The assessment of operator workload has a vital impact on the design of new human-machine systems. By evaluating operator workload during the design of a new system, or iteration of an existing system, problems such as workload bottlenecks and overload can be identified. As the human operator is a central part of a human-machine system, the correction of these problems is necessary for the operation of safe and efficient systems.

An operating budget may include estimates of the expected workload for a specific activity. Work loads can vary in many different situations, but the average workload is average.

## 1. Quantified effort

Workload can also refer to the total energy output of a system, particularly of a person or animal performing a strenuous task over time. One particular application of this is weight lifting/weights training, where both anecdotal evidence and scientific research has shown that it is the total "workload" that is important to muscle growth, as opposed to just the load, just the volume, or "time under tension". In these and related uses of the word, "workload" can be broken up into "work+load", referring to the work done with a given load. In terms of weights training, the "load" refers to the heaviness of the weight being lifted 20 kg is a greater load than 10 kg, and "work" refers to the volume, or total number of reps and sets done with that weight.

This theory was also used to determine horse power hp, which was defined as the amount of work a horse could do with a given load over time. The wheel that the horse turned in Watts original experiment put a certain load on the horses muscles, and the horse could do a certain amount of work with this load in a minute. Provided the horse was a perfect machine, it would be capable of a constant maximum workload, so increasing the load by a given percentage would result in the possible work done decreasing by the same percentage, so that it would still equal "1 hp". Horses are, obviously, not perfect machines and over short time periods are capable of as much as 14 hp, and over long periods of exertion output an average of less than 1 hp.

The theory can also be applied to automobiles or other machines, which are slightly more "perfect" than animals. Making a car heavier, for instance, increases the load that the engine must pull. Likewise, making it more aerodynamic decreases drag, which acts as a load on the car as well. Torque can be thought of as the ability to move load, and the revs are how much work it can do with that load in a given amount of time. Therefore, torque and revs together create kilowatts, or total power output. Total output can be related to the "workload" of the engine/car, or how much work it can do with a given amount of load. As engines are more mechanically perfect than animals muscles, and do not fatigue in the same way, they will conform much more closely to the formula that if you apply more load, they will do less work, and vice versa.

## 2. Occupational stress

In an occupational setting, dealing with workload can be stressful and serve as a stressor for employees. There are three aspects of workload that can be stressful.

Quantitative workload or overload: Having more work to do than can be accomplished comfortably. Qualitative workload: Having work that is too difficult. Underload: Having work that fails to use a workers skills and abilities.

Workload has been linked to a number of strains, including anxiety, physiological reactions such as cortisol, fatigue, backache, headache, and gastrointestinal problems.

Workload as a work demand is a major component of the demand-control model of stress. This model suggests that jobs with high demands can be stressful, especially when the individual has low control over the job. In other words, control serves as a buffer or protective factor when demands or workload is high. This model was expanded into the demand-control-support model that suggests that the combination of high control and high social support at work buffers the effects of high demands.

As a work demand, workload is also relevant to the job demands-resources model of stress that suggests that jobs are stressful when demands e.g., workload exceed the individuals resources to deal with them.

## 3. Theory and modelling

Another aspect to workload is the mathematical predictive models used in human factors analysis; generally to support the design and assessment of safety-critical systems.

There is no one agreed definition of workload and consequently not one agreed method of assessing or modelling it. One example definition by Hart and Staveland 1988 describes workload as "the perceived relationship between the amount of mental processing capability or resources and the amount required by the task". Workload modelling is the analytical technique used to measure and predict workload. The main objective of assessing and predicting workload is to achieve evenly distributed, manageable workload and to avoid overload or underload.

### 3.1. Theory and modelling Theories

Wickens’ 1984 multiple resource theory MRT model is illustrated in figure 1:

Wickens’ MRT proposes that the human operator does not have one single information processing source that can be tapped, but several different pools of resources that can be tapped simultaneously. Each box in figure 1 indicates one cognitive resource. Depending on the nature of the task, these resources may have to process information sequentially if the different tasks require the same pool of resources, or can be processed in parallel if the task requires different resources.

Wickens’ theory views performance decrement as a shortage of these different resources and describes humans as having limited capability for processing information. Cognitive resources are limited and a supply and demand problem occurs when the individual performs two or more tasks that require a single resource as indicated by one box on the diagram. Excess workload caused by a task using the same resource can cause problems and result in errors or slower task performance. For example, if the task is to dial the phone then no excess demands are being placed on any one component. However, if another task is being performed at the same time that makes demands on the same components, the result may be excess workload.

The relationship between workload and performance is complex. It is not always the case that as workload increases performance decreases. Performance can be affected by workload being too high or too low Nachreiner, 1995. Sustained low workload underload can lead to boredom, loss of situation awareness and reduced alertness. Also as workload increases performance may not decrease as the operator may have a strategy for handling task demands.

Wickens’ theory allows system designers to predict when:

• Tasks can be performed concurrently.
• Tasks will interfere with each other.
• Increases in the difficulty of one task will result in a loss of performance of another task.

McCracken and Aldrich 1984, like Wickens, describe processing not as one central resource but several processing resources: visual, cognitive, auditory, and psychomotor VCAP. All tasks can be decomposed into these components.

• The cognitive component describes the level of information processing required.
• The visual and auditory components are external stimuli that are attended to.
• The psychomotor component describes the physical actions required.

They developed rating scales for each of the VCAP components, which provide a relative rating of the degree to which each resource component is used.

Joseph Hopkins unpublished developed a training methodology, where the background to his training theory is that complex skills are, in essence, resource conflicts where training has removed or reduced the conflicting workload demands, either by higher level processing or by predictive time sequencing. His work is in effect based on Gallwey 1974 and Morehouse 1977. The theory postulates that the training allows the different task functions to be integrated into one new skill. An example of this is learning to drive a car. Changing gear and steering are two conflicting tasks i.e. both require the same resources before they are integrated into the new skill of "driving". An experienced driver will not need to think about what to do when turning a corner higher level processing or alternatively may change gear earlier than required to give sufficient resources for steering round the corner predictive time sequencing.

### 3.2. Theory and modelling Creating a model

With any attempt at creating a workload model the process begins with understanding the tasks to be modelled. This is done by creating a task analysis that defines:

• Background scenario information.
• The sequence of tasks performed by individuals and team members.

Each task must be defined to a sufficient level to allow realistic physical and mental workload values to be estimated and to determine which resources or combination of resources are required for each task – visual, auditory, cognitive and psychomotor. A numerical value can be assigned to each based on the scales developed by McCracken and Aldrich.

• Can the task or equipment be altered to increase/decrease the amount of mental workload?
• Does the operator have enough spare capacity to take on additional tasks?
• Does the operator have enough spare capacity to cope with emergency situations?
• Does the operator have capability to perform the required tasks?
• How does the workload of a new system compare to the old system?
• Can the task or equipment be altered to increase the amount of spare capacity?

### 3.3. Theory and modelling Cognitive workload in time critical decision-making processes

It is well accepted that there is a relationship between the media by which information is transferred and presented to a decision maker and their cognitive workload. During times of concentrated activity, single-mode information exchange is a limiting factor. Therefore, the balance between the different information channels has a direct effect on cognitive workload Wickens 1984. In a time-critical decision situation, this workload can lead to human error or delayed decisions to accommodate the processing of the relevant information. Work conducted by K Tara Smith has defined some terms relating to the workload in this area. The two main concepts relating to workload are:

• workload debt - which is when an individual’s cognitive workload is too high to complete all relevant tasks in the time available and they decide either consciously or subconsciously to postpone one or more tasks usually low priority tasks to enable them to make the decision in the required timeframe.
• workload debt cascade - which is when, because of the high workload, the postponed tasks mount up so that the individual cannot catch up with the tasks that they are required to do, causing failure in subsequent activities.