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Operations management for services has the functional responsibility for producing the services of an organization and providing them directly to its customers. It specifically deals with decisions required by operations managers for simultaneous production and consumption of an intangible product. These decisions concern the process, people, information and the system that produces and delivers the service. It differs from operations management in general, since the processes of service organizations differ from those of
manufacturing Manufacturing is the creation or production of goods with the help of equipment, labor, machines, tools, and chemical or biological processing or formulation. It is the essence of secondary sector of the economy. The term may refer to ...
organizations. In a post-industrial economy, service firms provide most of the
GDP Gross domestic product (GDP) is a monetary measure of the market value of all the final goods and services produced and sold (not resold) in a specific time period by countries. Due to its complex and subjective nature this measure is ofte ...
and employment. As a result, management of service operations within these service firms is essential for the economy. The services sector treats services as intangible products, service as a
customer experience Customer experience (CX) is a totality of cognitive, affective, sensory, and behavioral consumer responses during all stages of the consumption process including pre-purchase, consumption, and post-purchase stages. Pine and Gilmore described th ...
and service as a package of facilitating goods and services. Significant aspects of service as a product are a basis for guiding decisions made by service operations managers. The extent and variety of services industries in which operations managers make decisions provides the context for
decision making In psychology, decision-making (also spelled decision making and decisionmaking) is regarded as the cognitive process resulting in the selection of a belief or a course of action among several possible alternative options. It could be either ra ...
. The six types of decisions made by operations managers in service organizations are: process,
quality management Quality management ensures that an organization, product or service consistently functions well. It has four main components: quality planning, quality assurance, quality control and quality improvement. Quality management is focused not on ...
, capacity &
scheduling A schedule or a timetable, as a basic time-management tool, consists of a list of times at which possible tasks, events, or actions are intended to take place, or of a sequence of events in the chronological order in which such things are ...
,
inventory Inventory (American English) or stock (British English) refers to the goods and materials that a business holds for the ultimate goal of resale, production or utilisation. Inventory management is a discipline primarily about specifying the sha ...
, service supply chain and
information technology Information technology (IT) is the use of computers to create, process, store, retrieve, and exchange all kinds of data . and information. IT forms part of information and communications technology (ICT). An information technology syste ...
.


Definition of services

There have been many different definitions of service. Russell and Taylor (2011) state that one of the most pervasive, and earliest definitions is “services are intangible products”. According to this definition, service is something that cannot be manufactured. It can be added after manufacturing (e.g. product repair) or it can stand alone as a service (e.g. dentistry) delivered directly to the customer. This definition has been expanded to include such ideas as “service is a
customer experience Customer experience (CX) is a totality of cognitive, affective, sensory, and behavioral consumer responses during all stages of the consumption process including pre-purchase, consumption, and post-purchase stages. Pine and Gilmore described th ...
.” In this case the customer is brought into the definition as the experience the customer receives while “consuming” the service. A third definition of service concerns the perceived service as consisting of physical facilitating goods, explicit service and implicit service. In this case the facilitating goods are the buildings and inventory used to provide the service. For example, in a restaurant the facilitating goods are the building and the food. The explicit service is what is perceived as the observable part of the service (the sights, sounds and look of the service). In a restaurant the explicit service is the time spent waiting for service, the appearance of the facility and the employees, and the ambience of sounds and light and the decor. The implicit service is the feeling of safety, psychological well-being and happiness associated with the service.


Comparison of manufacturing and services

According to Fitzsimmons, Fitzsimmons and Bordoloi (2014) differences between manufactured goods and services are as follows: * ''Simultaneous production and consumption.'' High contact services (e.g. haircuts) must be produced in the presence of the customer, since they are consumed as produced. As a result, services cannot be produced in one location and transported to another, like goods. Service operations are therefore highly dispersed geographically close to the customers. Furthermore, simultaneous production and consumption allows the possibility of self-service involving the customer at the point of consumption (e.g. gas stations). Only low-contact services produced in the "backroom" (e.g., check clearing) can be provided away from the customer. * ''Perishable.'' Since services are perishable, they cannot be stored for later use. In manufacturing companies, inventory can be used to buffer supply and demand. Since buffering is not possible in services, highly variable demand must be met by operations or demand modified to meet supply. * ''Ownership.'' In manufacturing, ownership is transferred to the customer. Ownership is not transferred for service. As a result, services cannot be owned or resold. * ''Tangibility.'' A service is intangible making it difficult for a customer to evaluate the service in advance. In the case of a good, customers can see it and evaluate it. Assurance of quality service is often done by licensing, government regulation, and branding to assure customers they will receive a quality service. These four comparisons indicate how management of service operations are quite different from manufacturing regarding such issues as capacity requirements (highly variable), quality assurance (hard to quantify), location of facilities (dispersed), and interaction with the customer during delivery of the service (product and process design).


Service industries

Industries have been defined by economists as consisting of four parts: Agriculture, Mining and Construction, Manufacturing, and Service. Services have existed for centuries. Early service was associated with servants. Servants were hired to do tasks that the wealthy did not want to do for themselves (e.g. cleaning the house, cooking, and washing clothes). Later, services became more organized and were provided to the general public. In 1900 the U.S. service industry (e.g., consisting of banks, professional services, schools and general stores) was fragmented, except for the railroads and communications. Services were largely local in nature and owned by entrepreneurs and families. The U.S. in 1900 had 31% employment in services, 31% in manufacturing and 38% in agriculture. Services have now evolved to become the dominant form of employment in industrialized economies. Much of the world has progressed, or is progressing, from agricultural to industrial and now post-industrial economies. The U.S. Bureau of Labor Statistics provides a table of the employment of the 151 million people by industry in the U.S. for 2014. Source: The table shows that service industries now constitute 83% of employment in the U.S., while agriculture, mining, construction and manufacturing are only 17% of the total employment. Service industries are very diversified ranging from those that are highly capital intensive (e.g. banks, utilities, airlines, and hospitals) to those that are highly people intensive (e.g. retail, wholesale, and professional services). In capital intensive services the focus is more on technology and automation, while in people intensive services the focus is more on managing service employees that deliver the service. Service and manufacturing industries are highly interrelated. Manufacturing provides tangible facilitating goods needed to provide services; and services such as banking, accounting and information systems provide important service inputs to manufacturing. Manufacturing companies have an opportunity to provide more services along with their products. This can be an important point of product differentiation, leading to increased sales and profitability for manufacturers. While the focus is often on service industries, there is an opportunity to apply service principles to internal services in an organization, particularly by focusing on internal customers. Internal services such as payroll, accounting, legal, information systems or human resources often have not identified their internal customers, nor do they understand their customer needs. Service ideas ranging from process design, to lean systems, quality management, capacity and scheduling have been widely applied to internal services.


Service design

Service design Service design is the activity of planning and arranging people, infrastructure, communication and material components of a service in order to improve its quality, and the interaction between the service provider and its users. Service design may ...
begins with a business strategy and service strategy. The business strategy defines what business the firm is in, for example, the Walt Disney Company defines its business strategy "as making people happy." A business strategy also defines the target market, competitors, financial goals, new products, how the company competes, and perhaps some aspects of operations. Following from the business strategy is the service concept. It must provide the rationale for why the customer should buy the service offered. It defines what the customer is receiving and what the service organization is providing. The service concept includes: # Organizing Idea. The vision and essence of the service. # Service Provided. The process and results designed by the provider. # Service Received. The customer experience and outcomes expected. Managers can use the service concept to create organizational alignment and develop new services. It provides a means for describing the service business from an operations point of view. After defining the service concept, operations can proceed to define the service-product bundle (or service package) for the organization. It consists of five parts: service facility, facilitating goods, information, explicit service and implicit services. It is important to carefully define each of these elements so that operations can subsequently design and manage a service operation. The service-product bundle must come first before operations decisions. An example of service-product bundle characteristics follows: * Service Facility: Accessible by public transportation, sufficient parking, interior decorating, architecture, facility layout and traffic flow * Facilitating goods: sufficient inventory, quality and selection * Information: Is it accurate, up-to-date, timely, and useful to the customer and service providers * Explicit service: waiting time, training and appearance of personnel, and consistency * Implicit service: Sense of well-being, privacy and security, atmosphere, attitude of service providers. Once the service package is specified, operations is ready to make decisions concerning the process, quality, capacity, inventory, supply chain and information systems. These are the six decision responsibilities of service operations. Other decision responsibilities such as market choice, product positioning, pricing, advertising and channels belong to the marketing function. Finance takes care of financial reporting, investments, capitalization, and profitability.


Operations decisions


Process decisions

Process decisions include the physical processes and the people that deliver the services to the customer. A service process consists of all the routines, tasks and steps that are used to deliver service to customers along with the jobs and training for service employees. There are many ways to organize a process to provide customer service in an effective and efficient manner to deliver the service-product bundle. Several ideas have been advanced on how to design a service process.


Customer contact

Design of a
service system A service system (or customer service system, CSS) is a configuration of technology and organizational networks designed to deliver services that satisfy the needs, wants, or aspirations of customers. "Service system" is a term used in the serv ...
must consider the degree of customer contact. The importance of customer contact was first noted by Chase and Tansik (1983). They argued that high customer contact processes should be designed and managed differently from low-contact processes. High-contact processes have the customer in the system while providing the service. This can lead to difficulties in standardizing the service or inefficiencies when the customer makes demands or expects unique services. On the other hand, high-contact also provides the possibility of self-service where customers provide part of the service themselves (e.g. filing your own gas tank, or packing your own groceries). Low-contact services are performed away from the customer in what is often called "the back room." In this case, the service process can be more standardized and efficient (e.g. check clearing in a bank, filling orders in a warehouse) since the customer is not in the system to request preferences, customization or changes. Low-contact services can be managed more like manufacturing, high-contact services cannot.


Production-line approach

In 1972 Levitt introduced the "production-line approach to service". He argued that service processes could be made more efficient by standardizing them and automating them like manufacturing. He gave the example of McDonald's that has standardized both the services at the front counter and the backroom for producing the food. They have limited the menu, simplified the jobs, trained the managers (at "Hamburger U"), automated production and instituted standards for courtesy, cleanliness, speed and quality. As a result, McDonald's has become a model for other service processes which have been designed for high efficiency, not only in fast food, but in many other services. At the same time, it leaves open the option for more customized and flexible services for customers who are willing to pay more for "better" or more personalized service. While these services are less efficient, they cater more to unique customer's needs.


Service process matrices

Many different service process matrices have been proposed for explaining the relationship between service products that are selected and corresponding processes. One of these is shown below. The Service Delivery System Matrix by Collier and Meyer (1998) illustrates the various types of routings used for service process depending on the amount of customization and customer involvement in the process. With high levels of customization and customer involvement, there are many pathways and jumbled flows for service. As a result, the service delivery of Customer-Routed services is less efficient than Co-routed or Provider-Routed processes that have less customization and less customer involvement. Process that should be used for each combination of customization and customer involvement are shown on the diagonal of this matrix.


Self-service

Self-service is in wide use. For example, in the 1960s gas station attendants came out and pumped your gas, cleaned your windshield and even checked your oil. Fast food is famous for self-service, since customers have been trained to order their own food, pay immediately, find a table, and clean up the trash. ATM's have replaced many traditional tellers and online banking provides even more self-service. When self-service is accepted by the customer, it can reduce costs and even provide better service in the customer's eyes—faster service with less hassle. Self-service falls in the provider-routed or co-routed part of the Service delivery matrix. Services that were previously customer-routed have been moved down the diagonal to be more efficient and accepted by customers. Service Blueprint The service blueprint is a way to describe the flow of a customer through a service operation from the start to the finish, along with the actions provided by the service providers both in interaction with the customer and in the "back room" out of sight of the customer. For example, if a customer wishes to purchase a suit, the service blueprint starts with entry to the store, next the customer is greeted by a sales representative, the customer then provides information on his/her needs, the sales representative searches for appropriate suits, one or more suits are selected and tried-on for a fitting, a suit is selected and then alterations are done (which take place away from the customer), the customer pays for the suit and returns later to pick it up. A blueprint flowchart shows every step in the process and can be used to illustrate the process and improve it.


Lean thinking

If
lean thinking Lean thinking is a management framework made up of a philosophy, practices and principles which aim to help practitioners improve efficiency and the quality of work. Lean thinking encourages whole organisation participation. The goal is to organis ...
is applied, the time taken for each step in a service blueprint flowchart can be recorded, or a separate value-stream map can be constructed. Then the process can be analyzed for time reductions to reduce waiting and non-value added steps. Changes are made to reduce time and waste in the process. Waste is anything that does not add value to the process including waiting time in line, possibility of more self-service, customer hassle, and defects in service. But, lean thinking also requires attention to the customer and the people providing the service. It is important to apply important principles such as completely solve the customer's problem, don't waste time and provide exactly what the customer requires. Leite and Vieira (2015) state that service managers must realize that the customer will be happy if the service provided meets or exceeds expectations. Also the interaction between the customer and the people providing the service is essential to achieve satisfied customers. Employee involvement is often emphasized as part of lean thinking to achieve high levels of commitment by service employees.


Queuing

Queuing Queue areas are places in which people queue (first-come, first-served) for goods or services. Such a group of people is known as a ''queue'' (British usage) or ''line'' (American usage), and the people are said to be waiting or standing ''in ...
is an analytic method for determining waiting time when customers must wait in line to get service. The length of the queue and waiting time can be calculated based on the arrival rate, service rate, number of servers and type of lines. There are many formulas for various types of
queuing theory Queueing theory is the mathematical study of waiting lines, or queues. A queueing model is constructed so that queue lengths and waiting time can be predicted. Queueing theory is generally considered a branch of operations research because the ...
problems. The formulas generally predict that the ''average'' service time must be significantly less than the ''average'' time between arrivals when there is randomness in arrivals and/or service time. The reason for this is that a long line will build up when randomness of arrivals occurs faster than the average and service times are longer than the average. If the distributions of arrival times and service times are known, formulas are available for calculating the exact waiting times and line lengths for many different queuing configurations of servers, types of lines, server distributions and arrival distributions.


Service-profit chain

Heskett, Sasser and Schlensinger (1997) proposed the service-profit chain as a way to design service processes. The service-profit chain links various aspects and tasks required to deliver superior service and profits. It starts with a high level of internal quality leading to employee satisfaction and productivity to deliver superior external customer service leading to customer satisfaction, customer loyalty and finally high revenues and profits. Every link in this chain is important and the linkage between the service providers and the customer is essential in service operations. The service manager should not break any of the links in order to receive the results of high probability and growth.


Quality management


SERVQUAL measurement

Using the customer experience approach, a questionnaire called
SERVQUAL SERVQUAL is a multi-dimensional research instrument designed to capture consumer expectations and perceptions of a service along five dimensions that are believed to represent service quality. SERVQUAL is built on the expectancy-disconfirmation p ...
has been developed to measure the customer's perception of the service. The dimensions of SERVQUAL are designed to measure the customer experience in both explicit and implicit measures. The dimensions are: # Tangible: Cleanliness, appearance of facilities and employees # Reliability: Accurate, dependable and consistent services without errors # Responsiveness: Promptly assist customers in a timely manner # Assurance: Conveying knowledge, trust and confidence # Empathy: Caring, approach-ability and relating to customers A debate about SERVQUAL has ensued about whether customer service should be measured in absolute terms or relative to expectations. Some argue that if high levels on all SERVQUAL dimensions are provided then the service is high quality. Others argue that ultimately the service result is judged by the customer relative to the customer's expectations and not by the service provider. If customer expectations are low, even low levels on SERVQUAL dimensions provides high quality.


Quality management approaches

Quality management Quality management ensures that an organization, product or service consistently functions well. It has four main components: quality planning, quality assurance, quality control and quality improvement. Quality management is focused not on ...
practices for services have much in common with manufacturing, despite the fact that the product is intangible. The following approaches are widely used for quality improvement in both manufacturing and services: * The Baldrige Awards: A comprehensive framework for quality improvement in organizations * The W. Edwards Deming Management Method: Fourteen Points for Management *
Joseph Juran Joseph Moses Juran (December 24, 1904 – February 28, 2008) was a Romanian-born American engineer and management consultant. He was an evangelist for quality and quality management, having written several books on those subjects. He was the bro ...
's Approach: Planning, Improvement and Control * Six Sigma: DMAIC (Design, Measurement, Analysis, Improvement and Control) These approaches have several things in common. They begin with defining and measuring the customer's needs (e.g. using SERVQUAL). Any service that does not meet a customer's need is considered a defect. Then these approaches seek to reduce defects through statistical methods, cause-and-effect analysis, problem solving teams, and involvement of employees. They focus on improving the processes that underlie production of the service. In addition to intangibility, there are two approaches about quality that are unique to service operations management.


Service recovery

For manufactured products, quality problems are handled through warranties, returns and repair after the product is delivered. In high contact services there is no time to fix quality problems later; they must be handled by service recovery as the service is delivered. For example, if soup is spilled on the customer in a restaurant, the waiter might apologize, offer to pay to have the suit cleaned and provide a free meal. If a hotel room is not ready when promised, the staff could apologize, offer to store the customer's luggage or provide an upgraded room. Service recovery is intended to fix the problem on the spot and go even further to offer the customer some form of consolation and compensation. The objective is to make the customer satisfied with the situation, even though there was a service failure.


Service guarantee

A
service guarantee Service may refer to: Activities * Administrative service, a required part of the workload of university faculty * Civil service, the body of employees of a government * Community service, volunteer service for the benefit of a community or a p ...
is similar to a manufacturing guarantee, except the service product cannot be returned. A service guarantee provides a specific monetary reward for failure of service delivery. Some examples are: * Your package will be delivered by the time promised or you will not pay. * We will fix your automobile or give you $100 if you must bring it back for repair. * Customers that are not satisfied with their haircut, get the next haircut free. Service guarantees serve to assure the customer of quality and they provide a way for the employees to know the cost of service failure.


Capacity and scheduling


Forecasting

Forecasting Forecasting is the process of making predictions based on past and present data. Later these can be compared (resolved) against what happens. For example, a company might estimate their revenue in the next year, then compare it against the actual ...
demand is a prerequisite for managing capacity and scheduling. Forecasting demand often uses big data to predict customer behavior. The data comes from scanners at retail locations or other service locations. In some cases traditional time series methods are also used to predict trends and seasonality. Future demand is forecasted based on past demand patterns. Many of the same time-series and statistical methods for forecasting are used for manufacturing or service operations.


Capacity planning

Capacity planning Capacity planning is the process of determining the production capacity needed by an organization to meet changing demands for its products. In the context of capacity planning, design capacity is the maximum amount of work that an organization ...
is quite different between manufacturing and services given that service cannot be stored or shipped to another location. As a result, location of services is very dispersed to be near the customer. Customers are only willing to travel short distances to receive most services. Exceptions are health care when the illness requires a specialist, airline transportation when the service is to move the customer, and other services where local expertise is not available. Aside from these exceptions, location analysis depends on the "drawing power" based on the distance a customer is willing to travel to a service site relative to competitive offerings and locations. The drawing power of a site for a particular customer is high if the site is close by and provides the required service. High drawing power is related to high sales and profits. This is very different from manufacturing locations which depend on the cost of building a factory plus the cost of transporting the goods to the customers. Manufacturing plants are located on the basis of low costs rather than high revenues and profits for services. A second difference from manufacturing is planning for capacity utilization once a facility is built. Since the product cannot be stored in inventory and sold later, service capacity is perishable and must meet peak demand at any point in time. There are two ways to deal with this problem. First, management can attempt to reduce peak demand and level it over time by the following actions. * Higher prices during peak-demand times * A reservation system to limit peak demand * Advertising and promotion to shift peak demand Management can also use various methods to manage the supply of services including: * Part-time labor * Hiring and Layoff of Employees * Using Overtime * Subcontracting While some of these same mechanisms are used in manufacturing, they are much more crucial in service operations.


Revenue management

Revenue management Revenue management is the application of disciplined analytics that predict consumer behaviour at the micro-market levels and optimize product availability, leveraging price elasticity to maximize revenue growth and thereby, profit. The primary ...
is unique to services, since capacity is perishable. This applies to the airline industry. When the plane leaves the runway, empty seats generate no revenue, but the cost of the flight is almost the same. As a result, mathematical models have been formulated to allocate capacity at various prices and times as the flight is booked in advance. Initially, a certain number of seats are reserved for first class, coach, premium coach and various other categories. Based on the elasticity of demand, seats prices are lowered at the last minute in order to fill empty seats and maximize the revenue of the flight. Similar models have also been developed for revenue management in hotels, where the capacity is also perishable.


Scheduling

Scheduling A schedule or a timetable, as a basic time-management tool, consists of a list of times at which possible tasks, events, or actions are intended to take place, or of a sequence of events in the chronological order in which such things are ...
has some differences between manufacturing and service. In manufacturing, jobs are scheduled through a factory to sequence them in the best order to meet due dates and reduce costs. In services, it is customers who are being scheduled. As a result, waiting time becomes much more critical. While manufacturing orders don't mind waiting in line or waiting in inventory, real customer's do mind. Some of the scheduling applications for services are: scheduling of patients to operating rooms in hospitals and scheduling students to classes. Many scheduling problems have been solved by using
operations research Operations research ( en-GB, operational research) (U.S. Air Force Specialty Code: Operations Analysis), often shortened to the initialism OR, is a discipline that deals with the development and application of analytical methods to improve decis ...
methods to optimize the schedule.


Inventory

Inventory Inventory (American English) or stock (British English) refers to the goods and materials that a business holds for the ultimate goal of resale, production or utilisation. Inventory management is a discipline primarily about specifying the sha ...
management and control is needed in service operations with facilitating goods. Almost every service uses some amount of facilitating goods. The presence of facilitating goods is critical in retail and wholesale operations but these operations don't manufacture anything, rather they distribute goods and provide service while doing it. One difference from manufacturing inventories is that services use only finished goods, while manufacturing has finished goods, work-in-process and raw-materials inventories. As a result, manufacturing uses a Materials Requirements Planning System, while services do not. Services use Replenishment inventory control systems such as order-point and periodic-review systems.


Service supply chains

Supply chains In commerce, a supply chain is a network of facilities that procure raw materials, transform them into intermediate goods and then final products to customers through a distribution system. It refers to the network of organizations, people, activ ...
for service operations are critical to supply facilitating goods. A typical hospital supply chain is an example. A hospital will use many goods from suppliers to construct and furnish the building. During day-to-day operation of the hospital, inventories of supplies will be held for the operating rooms and throughout the building. The pharmacy will hold drugs and the kitchen will need supplies of food. The supply chain of facilitating goods in hospitals is extensive.
Purchasing Purchasing is the process a business or organization uses to acquire goods or services to accomplish its goals. Although there are several organizations that attempt to set standards in the purchasing process, processes can vary greatly bet ...
controls a large part of costs in retail and wholesale operations, approximately 75% of all costs are for purchased goods. Outside of retail and wholesale operations, facilitating goods are a much smaller part of total costs reaching a low of 10% for most professional services. Both manufacturing and service organizations purchase goods and must deal with outsourcing and offshoring, as well as, domestic products. Service inputs are critical for manufacturing including capital from banks, energy, information systems and human resources. Services are part of the manufacturing supply chain, just like the physical inputs of products from other manufacturing companies. Both manufacturing and service operations can purchase services from outside the organization. Internal business services such as accounting, legal, human resources, call centers, and information systems may be outsourced in part or entirely. Some of these services can also be purchased from offshore. Logistics services may be outsourced to Third Party Logistics (3PL) providers. These services include transportation, warehousing, order fulfillment, returns and tariffs.


Information technology

The Internet and information technology has dramatically changed the delivery of services. Some of the major changes are as follows: # Providing information and knowledge directly to consumers. Before the Internet, consumers used a variety of sources for acquiring knowledge including libraries, phone calls, universities and personal contacts. Now information can be provided immediately as a service by searching the Internet. # Providing service at a distance. Services such as call centers, banking, entertainment and legal services can be provided over long distances, even internationally. # Reservations can be made on the Internet to reserve capacity more easily than by calling ahead for the reservation. # Facilitating goods can be ordered directly by the Internet and delivered without traveling to a retail store. The services provided includes browsing for merchandise, order entry, order checking, payment, order confirmation, notification of delivery and return services. # Internal information systems now provide an array of management information to help managers make better decisions.


Management science and operations research (MSOR)

Analysis using MSOR methods has been extensive in services. Areas where they have been heavily applied are in inventory, capacity, scheduling, queuing and forecasting. With the advent of the Internet, information systems, big data and analytics, there are many opportunities to make improvements in decision making for services. The analytic techniques include
statistics Statistics (from German: '' Statistik'', "description of a state, a country") is the discipline that concerns the collection, organization, analysis, interpretation, and presentation of data. In applying statistics to a scientific, indust ...
,
management science Management science (or managerial science) is a wide and interdisciplinary study of solving complex problems and making strategic decisions as it pertains to institutions, corporations, governments and other types of organizational entities. It is ...
and
operations research Operations research ( en-GB, operational research) (U.S. Air Force Specialty Code: Operations Analysis), often shortened to the initialism OR, is a discipline that deals with the development and application of analytical methods to improve decis ...
.


References


Further reading

* * * {{cite journal, first=Richard B. , last=Chase , title=Where Does the Customer Fit in a Service Operation? , url=https://hbr.org/1978/11/where-does-the-customer-fit-in-a-service-operation , date=November 1978 , journal=Harvard Business Review , volume=56 , number=6 Management by type