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Deployment of customer needs in the QFD using a modified Kano Model.


ABSTRACT

The quality of a product or service is key for customer satisfaction. The level of satisfaction is ultimately dependent on the fulfillment ful·fill also ful·fil  
tr.v. ful·filled, ful·fill·ing, ful·fills also ful·fils
1. To bring into actuality; effect: fulfilled their promises.

2.
 of customer needs. Quality Function Deployment Quality function deployment or "QFD" is a flexible and comprehensive decision making technique used in product or service development, brand marketing, and product management.  (QFD QFD Quality Function Deployment
QFD Quantum Fluid Dynamics
QFD Quality Functional Development
QFD Quincy Fire Department (Massachusetts) 
) has been an important tool in the translation of the voice of the customer (VOC (Vertical Online Community) See vertical portal. ) into product's specification. Since de impact on customer satisfaction is different for each customer requirement, it is very important to determine which attributes of a product or service bring more satisfaction than others. It is also important to use this information in an appropriate way in the QFD process. The Kano Model The Kano model is a theory of product development developed in the 80's by Professor Noriaki Kano which classifies customer preferences into five categories:
  • Attractive
  • One-Dimensional
  • Must-Be
  • Indifferent
  • Reverse
 of customer satisfaction can determine attractive or must-be requirements, and can be used in the QFD matrix to assure that the most critical needs are translated into the next phases of product development. This paper shows a modified mod·i·fy  
v. mod·i·fied, mod·i·fy·ing, mod·i·fies

v.tr.
1. To change in form or character; alter.

2.
 Kano Kano, family or school of Japanese painters
Kano (kä`nō), family or school of Japanese painters.

Kano Masanobu, c.1434–c.1530, the forerunner of the school, was attached to the shogun Yoshimasa's court.
 method to determine the degree that an attribute (1) In relational database management, a field within a record.

(2) In object technology, a single element of data. See instance attribute and static attribute.
 is considered attractive or must-be by the customers. It also shows how to integrate the proposed modified Kano method in the planning matrix of the QFD.

INTRODUCTION

As the competition for new markets and customers increased, the level of customer satisfaction also became a key factor for long-term Long-term

Three or more years. In the context of accounting, more than 1 year.


long-term

1. Of or relating to a gain or loss in the value of a security that has been held over a specific length of time. Compare short-term.
 business success. Satisfied customers are loyal customers and ensure a lasting cash flow in the future. According to according to
prep.
1. As stated or indicated by; on the authority of: according to historians.

2. In keeping with: according to instructions.

3.
 Reichfeld and Sasser Sasser is
  • The Sasser Pass (also Saser Pass, Saser-la) on the old caravan route between Ladakh and Yarkand.
  • The Sasser computer worm.
  • Jim Sasser, a Democrat who represented Tennessee in the senate from 1977 to 1995.
  • Sasser, Georgia
  • Sasser Cup
 (1990), an increase in customer loyalty by 5% can increase the profit of a business by 100% due to the fact that satisfied customers purchase the products of a company more often and in greater quantities. In general, satisfied customers are less price-sensitive and more inclined to spend more on tried and tested products.

Quality Function Deployment, or simply QFD (Akao, 1990; Clausing, 1994; Cohen cohen
 or kohen

(Hebrew: “priest”) Jewish priest descended from Zadok (a descendant of Aaron), priest at the First Temple of Jerusalem. The biblical priesthood was hereditary and male.
, 1995), has been an important tool in the translation of the voice of the customer (VOC) into product's specification. It has been widely used for product development and quality improvement around the World. It is a customer-oriented approach, supporting design teams in developing new products based on an assessment of customer needs. Basically, in the QFD, customer needs are translated into design attributes. The design attributes are then deployed in process and quality requirements.

The fulfillment of customer needs depends on the existence and performance of certain product or service features. In this paper we call these features as customer requirements. There are some requirements that bring more satisfaction than others. For example, in a restaurant, free dessert can bring satisfaction to customers, but a surprise gift at the end of the dinner can create an excellent impression and be a differentiation differentiation, in biology, series of changes that occur in cells and tissues during development, resulting in their specialization. This, in turn, permits a greater variety of organisms.  factor from other restaurants. If a business identifies these requirements in its products or services, it can achieve a high degree of customer satisfaction. Therefore it is very important to determine which requirements of a product or service bring more satisfaction than others.

The Kano model of customer satisfaction (Kano, 1984) can determine which requirements of a product or service bring more than proportional proportional

values expressed as a proportion of the total number of values in a series.


proportional dwarf
the patient is a miniature without disproportionate reductions or enlargements of body parts.
 satisfaction to customers. Also, it determines which requirements don't don't  

1. Contraction of do not.

2. Nonstandard Contraction of does not.

n.
A statement of what should not be done: a list of the dos and don'ts.
 bring satisfaction when present, but bring dissatisfaction when they are not met. By using the Kano Model and integrating it in the QFD, the design team can enhance the understanding of customer needs.

The rest of this paper is organized as follows. First, the QFD process is briefly introduced. Than we describe the Kano Model of customer satisfaction (Kano, 1984) and the Customer Satisfaction Coefficient coefficient /co·ef·fi·cient/ (ko?ah-fish´int)
1. an expression of the change or effect produced by variation in certain factors, or of the ratio between two different quantities.

2.
 (Berger Berger may refer to: Places
  • Berger, Missouri
People
Berger is a relatively common last name. It means mountaineer in Dutch and German, and shepherd in French.
 et al., 1993). Then a modified Kano method and a modified Customer Satisfaction Coefficient are discussed. Finally we discuss the integration of the Kano model into the QFD.

QUALITY FUNCTION DEPLOYMENT

The QFD (Akao, 1990; Clausing, 1994; Cohen, 1995) is a design methodology based on customer needs. To start the design process in the QFD, the design team needs to listen the Voice of the Customer (VOC). The VOC should contain the customer needs and is expressed in customer words. Usually it is determined through personal interviews and/or and/or  
conj.
Used to indicate that either or both of the items connected by it are involved.

Usage Note: And/or is widely used in legal and business writing.
 focus groups. Then, customer requirements are determined based on the identified needs.

After the requirements were identified, a quantitative marketing research Quantitative marketing research is the application of quantitative research techniques to the field of marketing. It has roots in both the positivist view of the world, and the modern marketing viewpoint that marketing is an interactive process in which both the buyer and seller  is conducted to evaluate the competitive position of the product in the market (in terms of customer satisfaction) and the importance that customers give to each of the requirements. Based on the competitive analysis, a target for customer satisfaction is set for each requirement. Than, an improvement ratio is calculated (target / current satisfaction). This improvement ratio is multiplied mul·ti·ply 1  
v. mul·ti·plied, mul·ti·ply·ing, mul·ti·plies

v.tr.
1. To increase the amount, number, or degree of.

2. Mathematics To perform multiplication on.
 by the importance that the customer gives to each requirement (improvement factor X importance), and the relative weight of the requirements is than calculated (figure 1 shows a hypothetical Hypothetical is an adjective, meaning of or pertaining to a hypothesis. See:
  • Hypothesis
  • Hypothetical
  • Hypothetical (album)
 example).

A set of design attributes that could fulfill ful·fill also ful·fil  
tr.v. ful·filled, ful·fill·ing, ful·fills also ful·fils
1. To bring into actuality; effect: fulfilled their promises.

2.
 the customer requirements is then determined. Customer requirements and design attributes are correlated cor·re·late  
v. cor·re·lat·ed, cor·re·lat·ing, cor·re·lates

v.tr.
1. To put or bring into causal, complementary, parallel, or reciprocal relation.

2.
 in a matrix called House of Quality. The House of Quality, also called A-1 matrix, is the most commonly used matrix in the QFD methodology (Tan TAN

See tax anticipation note (TAN).
 & Shen Shen, in the Bible, place, perhaps close to Bethel, near which Samuel set up the stone Ebenezer. , 2000). This matrix translates the voice of the customer into product specifications (figure 2).

Relative weights for the design attributes are calculated based on the strength of correlation correlation

In statistics, the degree of association between two random variables. The correlation between the graphs of two data sets is the degree to which they resemble each other.
 between design attributes and customer requirements, and the relative importance of the customer requirements. The specifications for the design attributes are defined after doing competitive analysis between the product being improved (or developed) and its competitors COMPETITORS, French law. Persons who compete or aspire to the same office, rank or employment. As an English word in common use, it has a much wider application. Ferriere, Dict. de Dr. h.t.  or similar products. The roof matrix identifies the physical relationships between the design attributes and is very helpful in making trade-offs. Sometimes the improvement of one attribute leads to degradation DEGRADATION, punishment, ecclesiastical law. A censure by which a clergy man is deprived of his holy orders, which he had as a priest or deacon.  of other attribute.

After determining product's specifications and their relative importance, other matrixes are developed to determine process specifications, quality control specifications and material requirements.

KANO MODEL OF CUSTOMER SATISFACTION

Kano Model (Kano, 1984) distinguishes between three types of product or service requirements that influence customer satisfaction (see Figure 3):

[FIGURE 3 OMITTED]

Must-be requirements. The must-be requirements are basic criteria criteria (krītēr´ē),
n.
 of a product. If these requirements are not present or are insufficient in·suf·fi·cient
adj.
1. Not sufficient.

2. Incapable of proper functioning.
, customers will be extremely dissatisfied dis·sat·is·fied  
adj.
Feeling or exhibiting a lack of contentment or satisfaction.



dis·satis·fied
. On the other hand, if these requirements are present or sufficient, they do not bring satisfaction. In fact, customers see these requirements as prerequisites. For example, if a restaurant is very clean, it will not bring satisfaction to the customers because "cleanness" is regarded as a must-be requirement. If a restaurant does not meet the minimum requirement for cleaning, customers will not go to that restaurant at all. Customers usually do not explicitly ex·plic·it  
adj.
1.
a. Fully and clearly expressed; leaving nothing implied.

b. Fully and clearly defined or formulated: "generalizations that are powerful, precise, and explicit" 
 demand must-be requirements.

One-dimensional one-di·men·sion·al
adj.
1. Having or existing in one dimension only.

2. Lacking depth; superficial.


one-dimensional
Adjective

1. having one dimension

2.
 requirements. Regarding these requirements, customer satisfaction is proportional to the level of fulfillment--the higher the level of fulfillment, the higher the customer satisfaction and vice-versa. For example, for a given model of car, the higher the mileage MILEAGE. A compensation allowed by law to officers, for their trouble and expenses in travelling on public business.
     2. The mileage allowed to members of congress, is eight dollars for every twenty miles of estimated distance, by the most usual roads, from his
 per gallon gallon: see English units of measurement. , higher the customer satisfaction. If the mileage per gallon is under a certain level, customers will be dissatisfied. We can say that the lower the mileage per gallon, the higher the dissatisfaction regarding this requirement. In this example, the level of neutral satisfaction is the industry average for that class of car. Usually, customers explicitly demand one-dimensional requirements.

Attractive requirements. These requirements are key to customer satisfaction. The fulfillment of these requirements brings more than proportional satisfaction, but they do not bring dissatisfaction if they are not met. For example, if at the end of a dinner a restaurant gives a complimentary gift to its customers, it will bring satisfaction. If the gift is not offered, it will not bring dissatisfaction to customers. Attractive requirements are neither explicitly expressed nor expected by the customer.

Besides these three different types of requirements, we can identify two more: neutral and reverse requirements (we should call them characteristics, because they are not really a customer "requirement"). Neutral requirements (or characteristics) are those whose presence does not bring satisfaction, but the absence also does not bring dissatisfaction. Examples of neutral characteristics are those product features and characteristics that are never or rarely used by the customer. Reverse characteristics are those whose presence brings dissatisfaction. For example, for some people "Moon Roof" in cars is not welcomed. For these customers, "Moon Roof" can be considered as a reverse characteristic.

IDENTIFYING ATTRACTIVE AND MUST-BE REQUIREMENTS

The identification of attractive and must-be requirements in the Kano Model is based on a questionnaire questionnaire,
n a series of questions used to gather information.

questionnaire,
n a form usually filled out by patients that provides data concerning their dental and general health.
 where the customer states if he feels satisfied or dissatisfied with a hypothetical situation (Fig. 4). For each product requirement a pair of questions is formulated for·mu·late  
tr.v. for·mu·lat·ed, for·mu·lat·ing, for·mu·lates
1.
a. To state as or reduce to a formula.

b. To express in systematic terms or concepts.

c.
. To each question the customer can answer in one of five different ways (Kano, 1984). The first question, or functional question, identifies the reaction of the customer if the product has the requirement or if the performance of the requirement is sufficient. The second question, or dysfunctional dys·func·tion also dis·func·tion  
n.
Abnormal or impaired functioning, especially of a bodily system or social group.



dys·func
 question, identifies the reaction if the product does not have that requirement, or if its performance is insufficient.

CUSTOMER SATISFACTION COEFFICIENT (CS-COEFFICIENT)

Different market segments usually have different needs and expectations; so, sometimes it is not clear whether a certain product requirement can be assigned as·sign  
tr.v. as·signed, as·sign·ing, as·signs
1. To set apart for a particular purpose; designate: assigned a day for the inspection.

2.
 to the various categories. It is especially important to know the average impact of a product requirement on the satisfaction of all the customers.

The customer satisfaction coefficient states whether meeting a product requirement can increase satisfaction, or whether fulfilling this product requirement merely prevents the customer from being dissatisfied (Berger et al., 1993). The CS-coefficient indicates the percentage of customers that expressed satisfaction with the existence of a certain characteristic (or its sufficiency), and in case of its "non-fulfillment", the percentage of customers that expressed dissatisfaction.

To calculate the percentage of satisfied customers it is necessary to add the number of attractive and one-dimensional responses and divide it by the total number of attractive, one-dimensional, must-be and indifferent INDIFFERENT. To have no bias nor partiality. 7 Conn. 229. A juror, an arbitrator, and a witness, ought to be indifferent, and when they are not so, they may be challenged. See 9 Conn. 42.  responses. For the calculation of the percentage of dissatisfied customers, you should add the number of must-be and one-dimensional responses and divide by the same normalizing factor (see Berger et. al., 1993). The CS-Coefficient may be calculated by the following equations:

Extent of satisfaction with existence or fulfillment:

%S = A+O/A+O+M+I

Extent of dissatisfaction with non-fulfillment:

%D = O+M/(A+O+M+I) x (-1)

A negative sign is put in front of the CS-coefficient of customer dissatisfaction in order to emphasize its negative influence on customer satisfaction if this requirement is not fulfilled ful·fill also ful·fil  
tr.v. ful·filled, ful·fill·ing, ful·fills also ful·fils
1. To bring into actuality; effect: fulfilled their promises.

2.
. The positive CS-coefficient ranges from 0 to 1; the closer the value is to 1, the higher the number of customers that expressed satisfaction. A positive CS-coefficient that approaches 0 signifies that very few customers expressed satisfaction. At the same time, however, one must take the negative CS-coefficient into consideration. If it approaches -1, the number of customers that expressed dissatisfaction is very high if the particular requirement is not fulfilled. A value around 0 signifies that this requirement does not cause dissatisfaction if it is not met.

The CS-coefficient is an indicative indicative: see mood.  of how strongly a product requirement may influence customer satisfaction or, in case of its "non-fulfillment", dissatisfaction. Figure 6 shows a scatter plot See scatter diagram.  of the CS-Coefficient for 8 requirements of Banking Services (availability of on-line banking, free coffee at branches, free checking, insurance services, phone banking, opening Sundays, ATM banking, branches in supermarkets Supermarkets, past and present, include: Transnational
Originating (HQ) country first. The rest in alphabetical order.
  • A&P - US, Canada.
  • Aldi - Germany
). To compute To perform mathematical operations or general computer processing. For an explanation of "The 3 C's," or how the computer processes data, see computer.  the results, a sample of 200 customers of banking services was randomly chosen.

[FIGURE 6 OMITTED]

A MODIFICATION A change or alteration in existing materials.

Modification generally has the same meaning in the law as it does in common parlance. The term has special significance in the law of contracts and the law of sales.
 OF THE KANO METHODOLOGY

The identification of the degree of satisfaction or dissatisfaction that a specific requirement brings to customers is of the utmost importance to assure a high degree of business competitiveness. The original Kano method and the Berger's CS-coefficient do not identify the degree of satisfaction, but only the percentage of satisfied or dissatisfied customers. By analyzing figure 6, we may see that the rate of customers that state satisfaction with free coffee (77%) is close to branches opening Sundays (88%).

Tontini (2000) introduced a small variation in the Kano questionnaire in an effort to identify the degree of satisfaction. The answers of the questionnaire where modified accordingly to figure 7.

Figure 8 shows how to classify clas·si·fy  
tr.v. clas·si·fied, clas·si·fy·ing, clas·si·fies
1. To arrange or organize according to class or category.

2. To designate (a document, for example) as confidential, secret, or top secret.
 a requirement based on the answers for the modified Kano questionnaire, utilized in Tontini (2000).

The variation in the Kano model questionnaire, proposed in Tontini (2000), and the consequent con·se·quent  
adj.
1.
a. Following as a natural effect, result, or conclusion: tried to prevent an oil spill and the consequent damage to wildlife.

b.
 modification in the calculation of the CS-coefficient, is in fact a mixture of the rate of satisfied customers with some evaluation of the degree of satisfaction. To get a more accurate measure of the degree of satisfaction or dissatisfaction, Tontini (2003) introduces a modification in the answers for the Kano model questionnaire using a Likert scale Likert scale A subjective scoring system that allows a person being surveyed to quantify likes and preferences on a 5-point scale, with 1 being the least important, relevant, interesting, most ho-hum, or other, and 5 being most excellent, yeehah important, etc  as shown in figure 9.

[FIGURE 9 OMITTED]

The CS-coefficients are defined as SI (degree of satisfaction with existence or sufficiency), DI (degree of dissatisfaction with inexistence in·ex·is·tent  
adj.
Having no existence; nonexistent.



inex·istence n.
 (or insufficiency INSUFFICIENCY. What is not competent; not enough. ), and RI (degree of dissatisfaction with existence--measures a reverse index). The coefficients are calculated as follows:

SI = [SIGMA] degree of satisfaction with existence / Number of valid responses * 5 (only the [greater than or equal to] 0 at the existence column)

DI = [SIGMA] degree of dissatisfaction with inexistence / Number of valid responses * 5 (only the [less than or equal to] 0 at the inexistence column)

RI = [SIGMA] degree of dissatisfaction with existence / Number of valid responses * 5 (only the [less than or equal to] 0 at the existence column)

Figure 11 shows SI, DI and RI coefficients computed by applying this modified Kano questionnaire to the 200 banking service customers. The Berger's CS-coefficients showed at figure 6 where computed using the number of customers who stated satisfaction or dissatisfaction different from zero at the modified Kano questionnaire.

As expected, although the rate of customers that got satisfied with free coffee and opening Sundays is very high using the Berger's CS-coefficient, the degree of satisfaction is very different (0.36 for free coffee and 0.70 for opening Sundays) when calculated by the modified method.

CORRELATION BETWEEN BERGER'S CS-COEFFICIENTS AND THE MODIFIED CS-COEFFICIENT

Since the Berger's CS-Coefficient is calculated using the rate of customers that got satisfied, it will always be higher (or equal) than the modified CS-coefficient. In being so, the lines used in figure 6 for categorization should be modified to use with the modified CS-Coefficient. By adjusting regression lines Noun 1. regression line - a smooth curve fitted to the set of paired data in regression analysis; for linear regression the curve is a straight line
regression curve
 among the requirements of 5 different studies realized by the author (figure 12), we can estimate that the 50% categorization lines of the Berger's CS-coefficient could be placed between 0.30 and 0.35 for the modified CS-coefficients (in fact, the exact location is a matter of judgment, and should vary from product to product).

Figure 13 shows the scatter plot for the modified CS-Coefficient for the Banking Services study. By drawing the categorization lines at 0.30 and -0.30, we may see that free checking and location of branches in supermarkets changed its category. Free checking became slightly one-dimensional, while branches in supermarkets became attractive.

[FIGURE 13 OMITTED]

Free coffee and existence of insurance services got even. This means the average satisfaction or dissatisfaction caused by the existence or inexistence of these requirements is the same, although the percentage of satisfied customers is different. If we divide SI by %S (and DI / %D) we will get the degree of satisfaction (or dissatisfaction) a requirement brings to those customers that expressed some satisfaction (or dissatisfaction). Figure 14 shows that, although existence of ATM brings satisfaction to only 29% of the customers (%S in figure 9), the degree of satisfaction of these customers is very high.

If for a certain requirement the average satisfaction (SI) or the rate of satisfied customers (%S) is low, but the satisfaction for those customers is high, we may study to see if there is a specific market segment where it is a competitive advantage.

In the case of existence of ATM banking, the customers who got higher satisfaction are those with no Internet access See how to access the Internet.  and full time jobs. As for the ones that did not get any satisfaction or think it is a must-be requirement, the majority does have access to Internet Internet

Publicly accessible computer network connecting many smaller networks from around the world. It grew out of a U.S. Defense Department program called ARPANET (Advanced Research Projects Agency Network), established in 1969 with connections between computers at the
 and may have part time or full time jobs.

IMPORTANCE RATING x KANO MODEL CLASSIFICATION

Traditionally the QFD process has used importance rating to determine the most critical customer requirements. It assumes that the most important requirements will bring more satisfaction, i.e., they are one-dimensional. As discussed in the previous sections of this paper, we can't assume that. Besides, the answers of customers to questions concerning the importance of some product requirement are most likely to be dependent on the customer's earlier experiences (Parasuraman et al., 1985; Bitner, 1991). Huiskonen (1998) discuss some situations in which the traditional evaluation of importance may lead to misinterpretations regarding the real customer requirements and, hence, sometimes to inappropriate inappropriate Medtalk adjective A diagnostic or therapeutic procedure proven to be unnecessary for the efficient management of a particular Pt. See Appropriateness, Canadian plan, Practice guidelines Neurology adjective Referring to a response or behavior  actions. These situations depend on how the requirement is classified according to the Kano Model, the importance rating given by customers and the performance level of the requirement. They can be classified as follows:

a) Must-be requirement, high importance. In this case an inappropriate action would be to raise the performance level of the attribute. It would not increase customer satisfaction and therefore this action would not lead to a competitive advantage.

b) Must-be requirement, low importance. Satisfactory earlier experiences may produce low importance ratings, which may weaken the attention of the design team over the requirement. In this case, with a must-be requirement, dissatisfaction is caused even if a minor decrease in the performance level is perceived per·ceive  
tr.v. per·ceived, per·ceiv·ing, per·ceives
1. To become aware of directly through any of the senses, especially sight or hearing.

2. To achieve understanding of; apprehend.
, which may lead to competitive disadvantage In policy debate, a disadvantage (abbreviated as DA, and sometimes referred to as a Disad) is an argument that a team brings up against a policy action that is being considered. Structure
A DA usually has four key elements.
.

c) Attractive requirement, high importance. In situations where company's performance in some important requirement is worse than competitors, this requirement is usually regarded critical and should be improved. However, if this requirement is of attractive type, there is no critical competitive disadvantage being behind competitors. In this case resources could be allocated more effectively by making improvement elsewhere.

d) Attractive requirement, low importance. In traditional surveys the attractive type of requirement may be rated as less important because it often represents a requirement which customers do not have earlier experiences. In this case, opportunity for competitive advantage may remain unnoticed.

These four types of possible misinterpretations are present in the QFD process when it uses the importance rating. By using the Kano Model classification of customer requirements, the design team could identify the critical requirements and the ones that could bring a competitive advantage. But how can the design team integrate the Kano Model into the QFD?

INTEGRATING THE KANO MODEL IN THE QFD

Matzler & Hinterhuber (1998) describe the utilization utilization,
n 1. the extent to which a given group uses a particular service in a specified period. Although usually expressed as the number of services used per year per 100 or per 1000 persons eligible for the service, utilization rates may be
 of the customer satisfaction coefficient (Berger et al., 1993) as a supplementary tool in the QFD process. They say that the product should conform to Verb 1. conform to - satisfy a condition or restriction; "Does this paper meet the requirements for the degree?"
fit, meet

coordinate - be co-ordinated; "These activities coordinate well"
 expectations in must-be requirements, be competitive in one-dimensional requirements and stand out regarding attractive requirements, but they do not describe in detail ways of integrating the Kano Model in the QFD process.

Tan & Shen (2000) present a method for integration of the Kano Model in the QFD by introducing an adjustment in the improvement ratio according ac·cord  
v. ac·cord·ed, ac·cord·ing, ac·cords

v.tr.
1. To cause to conform or agree; bring into harmony.

2.
 with the equation: I[R.sub.adj] = (I[[R.sub.0].sup.12/k]

Where I[R.sub.adj] is the adjusted improvement ratio, I[R.sub.0] is the original improvement ratio, and k is an adjustment factor. The value of k varies according with the Kano category. Finally, the final weight of a requirement is calculated by multiplying mul·ti·ply 1  
v. mul·ti·plied, mul·ti·ply·ing, mul·ti·plies

v.tr.
1. To increase the amount, number, or degree of.

2. Mathematics To perform multiplication on.
 the raw importance by the adjusted improvement ratio. The authors leave the definition of k values to the design team, but suggest that one possible set of values would be k = 0.5, 1 and 2 for must-be, one-dimensional and attractive requirements, respectively. Also, the authors state that the adjustment factor is valid only for must-be, one-dimensional and attractive requirements, not being applicable to other possible categories in the Kano Model.

In fact, the proposal of Tan & Shen (2000) increases the weight of must-be requirements (k = 0,5) and decreases the weight of attractive requirements (k = 2). In this case, the design team will put extra effort in improving must-be requirements, and may loose the opportunity of paying attention Noun 1. paying attention - paying particular notice (as to children or helpless people); "his attentiveness to her wishes"; "he spends without heed to the consequences"
attentiveness, heed, regard
 to attractive requirements. Customers tend to rate attractive requirements as less important, due to lack of knowledge and previous experience with them. With the k = 2 for attractive requirements, the design team may end with a product or service that is excellent in basic requirements, but that will not bring superior satisfaction to customers due to lack of attractive requirements. Also, Tan & Shen approach does not decrease the problems that arise with the traditional importance rating (discussed at section VIII of this paper). On contrary, their approach may increase the problems in some cases.

A way of decreasing the problems that arise with the traditional importance rating and integrate the Kano Model in the QFD is to use the modified customer satisfaction coefficients (SI and DI) presented in this paper.

The importance column in the QFD A-1 matrix could be substituted by the result of the following equation: Adj. Factor = 1 + Max (|SI|, |DI|) Where "SI" and "DI" are the modified satisfaction and dissatisfaction indexes presented in this paper and in Tontini (2003).

Figure 15 shows the adjustment factor for the requirements of the banking services study. The adjustment factor puts more weight in the requirements that bring more satisfaction when present, or that bring more dissatisfaction when absent. In this case, attractive, one-dimensional and must-be requirements will be taken in consideration depending on the degree of satisfaction or dissatisfaction that they bring to customers.

Figure 16 shows the calculation of the weights in the QFD using the adjustment factor. In this case, the weight is given by the equation: Weight = Improvement x Adjustment Factor

Figure 16 shows the calculation of the weights in the QFD using the adjustment factor. In this case, the weight is given by the equation: Weight = Improvement x Adjustment Factor The level of satisfaction that the customer responds in the Kano questionnaire may still be influenced by customers past experiences with the product or service. But, since Kano Model questionnaire ask customers to state their satisfaction or dissatisfaction with a hypothetical situation, integrating Kano Model in the QFD, as showed in figure 16, has less impact of past experiences than Tan & Shen approach (2000). It is true because this new approach does not use the raw importance together with Kano categorization to calculate finals weights. It uses only the degree of satisfaction or dissatisfaction brought to customers in the hypothetical situation.

By keeping a column with the Kano Model categorization, SI and DI for each requirement, the design team may decide to incorporate, or not, an attractive requirement. For example, for the banking services case, the design team may decide not to incorporate the requirement of opening Sundays (due to cost constrains, for example), without causing dissatisfaction to customers.

CONCLUSION

Kano Model can help businesses to find out which requirements they must fulfill (must-be), which requirements they should be competitive (one dimensional), and which requirements bring a differential in the eyes of the customer (attractive).

This paper presented a modified Kano Model questionnaire using a Likert Scale in order to identify the degree of satisfaction or dissatisfaction a certain requirement brings to the customers. Based on Berger et al. (1993) CS-Coefficient, a Modified CS-Coefficient was introduced for using with the degree of satisfaction scale. This modified CS-Coefficient can identify those requirements that really bring distinction to the product or service, and therefore bring competitiveness. It also can identify those requirements that are critical to the customers, and therefore can bring dissatisfaction if they not fulfill customers' expectations. Using a study of 200 banking service customers, the paper showed the correlation between the Berger's CS-Coefficient and a Modified CS-Coefficient.

Using the Modified CS-Coefficient, the paper also presented a method of integrating the Kano Model in the Quality Function Deployment (QFD). This new approach overcomes some constrains of previous works by using an adjustment factor to correct the improvement rate in the QFD A-1 Matrix. The adjustment factor is based on the degree of satisfaction or dissatisfaction that a requirement brings to customers instead of the importance rating.
FIGURE 1--CUSTOMER REQUIREMENTS EXTRACTION AND PRIORITY DEFINITION

                                          Compet. Analysis
                                       We (our    Competitor
Customer Requirements     Importance   product)   A            Target

Accessibility

Branch located in         5            3          4            5
  Supermarkets
Open Sunday               4            2          2            3
Online Banking            5            5          4            5
Phone Banking             5            4          5            5
ATM                       5            3          5            5

Alternative Services

Insurance services        3            2          4            4
Free Checking             4            2          5            5

Branch comfort

Free Coffee               2            3          4            4
Space                     2            5          4            5

                                        Weight
                          Improvement   (Improvement    Relative
Customer Requirements     (Target/We)   X importance)   Weight

Accessibility

Branch located in         1.67          8.5             15.4
  Supermarkets
Open Sunday               1.5           6               10.9
Online Banking            1             5                9.1
Phone Banking             1.25          6.25            11.4
ATM                       1.67          8.5             15.5

Alternative Services

Insurance services        2             6               10.9
Free Checking             2.5           10              18.2

Branch comfort

Free Coffee               1.33          2.66             4.8
Space                     1             2                3.6

FIGURE 2--HOUSE OF QUALITY

                                Product Requirements
                                               Variety of
                        Number of              Online
                        Branches in   Open     services     Number
Customer Requirements   Supemarkets   Sunday   available    of ATM

Accessibility

Branch located in       ***
  Supermarkets
Open Sunday                           ***
Online Banking                                 ***
Phone Banking
ATM                                                         ***

Alternative Services

Insurance services
Free Checking

Branch comfort

Free Coffee
Space

Weight                  92            65       54           141
Relative Weight         15            11        9.2          24
We                       3             N       10            20
Competitor A             4             N        8            50
Target                   6             Y       10            50

                                Product Requirements
                        Variety of   Number of
                        insurance    free checks   Free     Branch
Customer Requirements   services     per month     coffee   area

Accessibility

Branch located in
  Supermarkets
Open Sunday
Online Banking
Phone Banking                                               *
ATM

Alternative Services

Insurance services      ***
Free Checking                        ***

Branch comfort

Free Coffee                                        ***      *
Space                                                       ***

Weight                  65           109           28        37
Relative Weight         11            18.3          4         6.4
We                       3            40            N       200
Competitor A             5            80            Y       150
Target                   5            80            Y       200

                                     We (our    Competitor
Customer Requirements   Importance   product)   A            Target

Accessibility

Branch located in       5            3          4            5
  Supermarkets
Open Sunday             4            2          2            3
Online Banking          5            5          4            5
Phone Banking           5            4          5            5
ATM                     5            3          5            5

Alternative Services

Insurance services      4            2          4            4
Free Checking           4            2          5            5

Branch comfort

Free Coffee             2            3          4            4
Space                   2            5          4            5

                                      Weight
                        Improvement   (improvement    Relative
Customer Requirements   (Target/We)   X importance)   Weight

Accessibility

Branch located in       1.67          8.5             15.4
  Supermarkets
Open Sunday             1.5           6               10.9
Online Banking          1             5               9.1
Phone Banking           1.25          6.25            11.4
ATM                     1.67          8.5             15.5

Alternative Services

Insurance services      2             6               10.9
Free Checking           2.5           10              18.2

Branch comfort

Free Coffee             1.33          2.66            4.8
Space                   1             2               3.6

* Weak (1)

** Medium (3)

*** Strong (6)

FIGURE 4--KANO QUESTIONNAIRE (MATZLER ET AL., 1996)
By combining the two answers in the following evaluation table, the
prdouct requirements can be classified as shown in figure 5.

Functional form of the question

If the edges of your skis grip well   1. I like it that way
on hard snow, how do you feel?        2. It must be that way
                                      3. I am neutral
                                      4. I can live with it that way
                                      5. I dislike it that way

Dysfunctional form of the question

If the edges of your skis do not      1. I like it that way
grip well on hard snow, how do you    2. It must bet that way
feel?                                 3. I am neutral
                                      4. I can live with it that way
                                      5. I dislike it that way

FIGURE 5--CATEGORY EXTRACTION (MATZLER ET AL., 1996)

                         Dysfunctional (negative) question
Customer                                           4. live
requirements   1. like   2. must be   3. neutral      with   5. dislike

Functional
(positive)
question

1. like           Q         A            A            A         O
2. must-be        R         I            I            I         M
3. neutral        R         I            I            I         M
4. live with      R         I            I            I         M
5. dislike        R         R            R            R         Q

Customer requirement is ...

A: Attractive

M: Must-be

R: Reverse

O: One-dimensional

Q: Questionable

I: Independent

FIGURE 7--MODIFIED KANO QUESTIONNAIRE (TONTINI, 2000)
Figure 8 shows how to classify a requirement based on the answers for
the modified Kano questionnaire, utilized in Tontini (2000).

Functional form of the question

if the restaurant has li ve music,   1. I feel very satisfied
how do you feel?                     2. I feel satisfied
                                     3. It must be that way
                                     4. I am neutral
                                     5. I can live with it that way
                                     6. I feel dissatisfied
                                     7. I feel very dissatisfied

Dysfunctional form of the question

If the restaurant does not have      1. I feel very satisfied
live music, how do you feel?         2. I fee satisfied
                                     3. It must be that way
                                     4. I am neutral
                                     5. I can live with it that way
                                     6. I feel dissatisfied
                                     7. I feel very dissatisfied

FIGURE 8--EVALUATION TABLE OF CUSTOMER REQUIREMENTS (TONTINI, 2000)

Insufficiency       Very      Satisf.   Must   Neutral   Live   Dissat.
Sufficiency         Satisf.             be               with

Very Satisfied      ?         A         A      VA        VA     O
Satisfied           ?         N         A      A         A      O
Must-be             ?         ?         ?      N         N      M
Neutral             N         N         N      N         N      M
Can Live With it    R         R         R      N         N      M
Dissatisfied        R         R         R      R         R      ?
Very Dissatisfied   R         R         R      R         R      ?
Other               ?         ?         ?      ?         ?      ?

Insufficiency       Very      Other
Sufficiency         Dissat.

Very Satisfied      O         ?
Satisfied           O         ?
Must-be             VM        ?
Neutral             VM        ?
Can Live With it    VM        ?
Dissatisfied        ?         ?
Very Dissatisfied   ?         ?
Other               ?         ?

VA--very attractive A--attractive O--one-dimensional N--neutral
M--must-be VM--very must-be R--reverse

FIGURE 10--RESULTS TABULATION

             Live music                Free dessert

Respondent   Existence   Inexistence   Existence   Inexistence

1            5           -1            4           0
2            3           0             5           -1
3            5           -3            2           -3
.            .           .             .           .
.            .           .             .           .
100          3           -2            1           -1

             Cleaning

Respondent   Existence   Inexistence

1            0           -5
2            1           -4
3            0           -5
.            .           .
.            .           .
100          2           -4

FIGURE 11--MODIFIED CS-COEFFICIENTS APPLIED TO THE BANKING SERVICES

                  Availability   If offers   If offers   If offers
Modified          on-line        Free        free        insurance
CS-Coefficients   banking        Coffee      checking    services

SI                 0.53           0.36        0.39        0.37
DI                -0.54          -0.06       -0.57       -0.06
RI                 0.00           0.00        0.00       -0.01

Berger's
CS-Coefficients

%S                 0.80          0.77         0.45        0.63
%D                -0.72         -0.16        -0.81       -0.13

                  Existence   If it    Existence   Branches
Modified          phone       opens    ATM         Located in
CS-Coefficients   banking     Sunday   banking     Supermarkets

SI                 0.28        0.70     0.26        0.53
DI                -0.62       -0.06    -0.87       -0.23
RI                 0.00       -0.02     0.00       -0.03

Berger's
CS-Coefficients

%S                 0.35        0.88     0.29        0.87
%D                -0.86       -0.09    -0.91       -0.52

FIGURE 12--CORRELATION BETWEEN BERGER'S CS-COEFFICIENT AND THE MODIFIED
CS-COEFFICIENTS

                                   95% Interval    R2
                    Regression      Low    Up

Banking Services    SI = 0.66 %S   0.55   0.77    0.64
Video Rental        SI = 0.73 %S   0.70   0.76    0.97
Graduate Students   SI = 0.80 %S   0.71   0.89    0.87
Arline              SI = 0.73 %S   0.64   0.82    0.86
Flower Shop         SI = 0.77 %S   0.74   0.80    0.93

                                   95% Interval    R2
                    Regression      Low    Up            Interviews

Banking Services    DI = 0.75 %D   0.62   0.89    0.89      200
Video Rental        DI = 0.60 %D   0.52   0.66    0.92       58
Graduate Students   DI = 0.71 %D   0.62   0.8     0.93      200
Arline              DI = 0.48 %D   0.42   0.54    0.94      180
Flower Shop         DI = 0.67 %D   0.64   0.70    0.96       73

FIGURE 14--DEGREE OF SATISFACTION AND DISSATISFACTION FOR AFFECTED
CUSTOMERS

             Availability   If offers   If offers   If offers
             of offers      Free        free        insurance
             line banking   Coffee      checking    services

SI/%S        0.66           0.47        0.87        0.59
DI/%D * -1   -0.75          -0.37       -0.70       -0.49

             Existence   If it    Existence   Branches
             phone       opens    ATM         Located
             banking     Sunday   banking     Supermarkets

SI/%S        0.81        0.80     0.90        0.61
DI/%D * -1   -0.72       -0.69    -0.96       -0.44

FIGURE 15--CALCULATION OF THE ADJUSTMENT FACTOR FOR THE BANKING
SERVICES CASE

Requirement          SI     DI      Max(|SI|,|DI|)   1+Max(|SI|,|DI|)

Branches in          0.53   -0.23   0.53             1.53
Supermarkets
Open Sunday          0.70   -0.06   0.70             1.70
Online Banking       0.53   -0.54   0.54             1.54
Phone Banking        0.28   -0.62   0.62             1.62
ATM                  0.26   -0.87   0.87             1.87
Insurance services   0.37   -0.06   0.37             1.37
Free Checking        0.39   -0.57   0.57             1.57
Free Coffee          0.36   -0.06   0.36             1.36

FIGURE 16-QFD MATRIX USING MODIFIED CUSTOMER SATISFACTION INDEX

                        Kano
                        Model                           Adjustment
Customer Requirements   Categorization   SI     DI      Factor

Accessibility

Branch located in       A                0.53   -0.23   1.53
  Supermarkets
Open Sunday             A                0.70   -0.06   1.7
Online Banking          O                0.53   -0.54   1.54
Phone Banking           M                0.28   -0.62   1.62
ATM                     M                0.26   -0.87   1.87

Alternative Services

Insurance services       A               0.37   -0.06   1.37
Free Checking            O               0.39   -0.57   1.57

Branch comfort

Free Coffee              A               0.36   -0.06   1.36

                         We (our    Competitor            Improvement
Customer Requirements    product)   A            Target   (Target/We)

Accessibility

Branch located in        3          4            5        1.67
  Supermarkets
Open Sunday              2          2            3        1.5
Online Banking           5          4            5        1
Phone Banking            4          5            5        1.25
ATM                      3          5            5        1.67

Alternative Services

Insurance services       2          4            4        2
Free Checking            2          5            5        2.5

Branch comfort

Free Coffee              3          4            4        1.33

                         Weight
                         (improvement     Relative
Customer Requirements    X Adj. Factor)   Weight

Accessibility

Branch located in        2.56             12.6
  Supermarkets
Open Sunday              2.55             12.6
Online Banking           1.54              7.6
Phone Banking            2.03              9.9
ATM                      3.12             15.4

Alternative Services

Insurance services       2.74             13.5
Free Checking            3.92             19.3

Branch comfort

Free Coffee              1.81              8.9


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Cambridge (kām`brĭj), city (1991 pop. 92,772), S Ont., Canada, on the Grand River, NW of Hamilton. It was formed in 1973 with the amalgamation of Galt, Hespeler, and Preston, all founded in the early 19th cent.
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1. Ranking among the foremost in the world; of an international standard of excellence; of the highest order: a world-class figure skater.

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 Concurrent At the same time. It implies that multiple processes are taking place simultaneously. See concurrent operation.  Engineering. ASME ASME - American Society of Mechanical Engineers  Press, New York New York, state, United States
New York, Middle Atlantic state of the United States. It is bordered by Vermont, Massachusetts, Connecticut, and the Atlantic Ocean (E), New Jersey and Pennsylvania (S), Lakes Erie and Ontario and the Canadian province of
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Marketing a service-base business is different from marketing a product-base business.
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Of, relating to, or making use of several disciplines at once: a multidisciplinary approach to teaching. 
 and Multinational multinational

Of, relating to, or being a company with subsidiaries or other operations in a number of countries. The diversity of operations of such companies subjects them to unique risks (for example, exchange rate changes or government nationalization)
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1 City (1990 pop. 225,366), seat of Fayette co., N central Ky., in the heart of the bluegrass region; inc. 1832, made coextensive with Fayette co. 1974.
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Huisknoen J. and Pirttila T., "Sharpening For image sharpening, see .
Sharpening is the process of creating or refining a sharp edge on a tool or implement. The term has a wide application but can be expressed as the creation of two intersecting planes which produce an edge that is sharp enough to cut through the target
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In military science, all the activities of armed-force units in support of combat units, including transport, supply, communications, and medical aid. The term, first used by Henri Jomini, Alfred Thayer Mahan, and others, was adopted by the U.S.
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Matzler K., Hinterhuber H. H., Bailon F., Sauerwein E., "How to delight Delight means happiness and may refer to someone or something that brings such a state, such as good-tasting food.

It may also refer to : Foods and beverages
  • Angel Delight, a British pudding.
 your customers", Journal of Product & Brand Management, v. 2, 1996, 6-17.

Matzler, K. and Hinterhuber, H. H., "How to make product development projects more successful by integrating Kano's model of customer satisfaction into Quality Function Deployment", Technovation, v.18,(1), 1998, 25-72.

Parasuraman A., Zeithaml V.A., Berry Berry, former province, France
Berry (bĕrē`), former province, central France. Bourges, the capital, and Châteauroux are the chief towns.
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Relating to concepts or the the formation of concepts.
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Reichfeld F.F. and Sasser W.E., "Zero-defections: quality comes to services", Harvard Business Review Harvard Business Review is a general management magazine published since 1922 by Harvard Business School Publishing, owned by the Harvard Business School. A monthly research-based magazine written for business practitioners, it claims a high ranking business readership and , September/October, 1990, 105-111.

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Tontini G., "Identification of customer attractive and must-be requirements using a modified Kano's method: guidelines guidelines,
n.pl a set of standards, criteria, or specifications to be used or followed in the performance of certain tasks.
 and case study", Proceedings of the 54th American American, river, 30 mi (48 km) long, rising in N central Calif. in the Sierra Nevada and flowing SW into the Sacramento River at Sacramento. The discovery of gold at Sutter's Mill (see Sutter, John Augustus) along the river in 1848 led to the California gold rush of  Quality Congress, Indianapolis Indianapolis (ĭn'dēənă`pəlĭs), city (1990 pop. 731,327), state capital and seat of Marion co., central Ind., on the White River; selected 1820 as the site of the state capital (which was moved there in 1825), inc. 1847. , 2000, 728-734.

Tontini G., "Determining the degree of satisfaction of customer requirements: A modified Kano method", California California (kăl'ĭfôr`nyə), most populous state in the United States, located in the Far West; bordered by Oregon (N), Nevada and, across the Colorado River, Arizona (E), Mexico (S), and the Pacific Ocean (W).  Journal of Operations Management Operations management is an area of business that is concerned with the production of goods and services, and involves the responsibility of ensuring that business operations are efficient and effective.  v1, n1, 2003, 95-103.

Gerson Gerson can refer to: People
  • Gérson, full name Gérson de Oliveira Nunes, Brazilian football (soccer) player
  • Dora Gerson, German Jewish actress and cabaret singer killed at Auschwitz
  • Jean Gerson, a French scholar and theologian
 Tontini, Regional University of Blumenau--FURB, Brazil Brazil (brəzĭl`), Port. Brasil, officially Federative Republic of Brazil, republic (2005 est. pop. 186,113,000), 3,286,470 sq mi (8,511,965 sq km), E South America.

Dr. Gerson Tontini earned his PhD in Mechanical Engineering at Federal University of Blumenau--Brazil, in 1995. He is currently professor at the MBA MBA
abbr.
Master of Business Administration

Noun 1. MBA - a master's degree in business
Master in Business, Master in Business Administration
 Program of the Regional University of Blumenau--FURB, in the southern region of Brazil. He was head of FURB's Planning Office from 1999 to 2002, and President of Fritz fritz  
n. Informal
A condition in which something does not work properly: Our television is on the fritz.



[Perhaps from German Fritz
 Mueller
You may be looking for someone or something called Muller or Müller.


Mueller may refer to:

People
  • Bill Mueller (born 1971), U.S.
 Foundation from 2000 to 2002. His main research interests are in the field of Quality Management, Operations Management and Marketing.
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Title Annotation:Quality Function Deployment
Author:Tontini, Gerson
Publication:Journal of Academy of Business and Economics
Geographic Code:1USA
Date:Mar 1, 2003
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