TaBLe oF conTenT - Mass Customization & Open Innovation News

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Transcript of TaBLe oF conTenT - Mass Customization & Open Innovation News

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The cusTomizaTion 500

TaBLe oF conTenT

managing mass cusTomizaTioneXamPLes oF mass cusTomizaTion 4

ThRee FundamenTaL caPaBiLiTies 5

a WoRd oF cauTion 6

The cusTomizaTion 500aim oF The sTudY 7

TaRgeT gRouPs oF This sTudY 8

comPanY idenTiFicaTionTangiBLe PRoducTs 9

consumeR goods 9

haRd cusTomizaTion 10

onLine conFiguRaTion 11

e-commeRce 12

inVenToRY TaKing 13

meThod and measuResgeneRaL inFoRmaTion 17

chaRacTeRisTics 17

eVaLuaTions 18

500 cusTomizaTion comPaniesan aLPhaBeTicaL oVeRVieW 19

FuLL PRoFiLes and eVaLuaTions 29

BesT RaTed comPanies soRTed BY caTegoRies 280

concLusion 287

ReFLecTionLimiTaTions 289

caLL FoR conTinuous imPRoVemenT 289

ouTLooK 290

addiTionaL seRVices and cusTomized ReseaRch 290

acKnoWLedgmenTs 291

auThoRs and conTacT 291

ReFeRences 292

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managing mass cusTomizaTion

broader set of music that fits their preference profile and then broadcasts those songs as a custom radio channel. By summer 2010, Pandora.com had 48 milli-on listeners who created more than half a billion of ra-dio stations from the 700,000 tracks in its library and who listened for 11.6 hours per month on average.

BMW customers can use an online toolkit to design the roof of a Mini Cooper with their very own graphics or picture, which is then reproduced with an advanced digital printing system on a special foil. The toolkit has enabled BMW to tap into the custom after-sales mar-ket, which was previously owned by niche companies. In addition, Mini Cooper customers can also choose among hundreds of options for many of the car’s com-ponents, as BWM is able to manufacture all cars on-demand according to each buyer’s individual order.

Selve, a London- and Munich-based manufacturer of women’s custom shoes, is a fine example of a company that interacts well with its customers both online and in the traditional store. Selve enables its customers to create their own shoes by selecting from a variety of materials and designs, in addition to a truly custom shoe fit, based on a 3D-scan of a customer’s feet. Trained consultants provide advice in the company’s stores; the online shop offers re-orders. Shoes are all made to order in a specialized factory in China and are delivered in about two weeks. Customers get this dedicated service for a cost between 150 and 450 Euro, not cheap but still affordable for many consu-mers compared to the price level of a traditional shoe maker (starting at 1000 Euro and more).

What do these examples have in common? Regardless of product category or industry, they have all turned customers’ heterogeneous needs into an opportunity to create value, rather than a problem to be mini-mized, challenging the “one size fits all” assumption of traditional mass production. The concept of mass customization makes business sense in these times. Why wouldn’t people want to be treated as individu-

Mass Customization today is seen as a core strate-gy for successful enterprises. The term denotes to an offering that meets the demands of each individual customer, but that can still be produced with mass production efficiency. Or, as B. Joseph Pine, who made mass customization popular with his 1993 book, re-cently said: „Today I define Mass Customization as the low-cost, high-volume, efficient production of indivi-dually customized offerings“. The core idea of mass customization is to profit from heterogeneities in the customer domain – to profit from the fact that most customers are different.1

In this introduction, we want to provide a brief over-view of the elements of a successful mass customi-zation system. If you are curious about the results of The Customization 500 study, just skip this chapter and jump to the next section. But if you want to get a larger framework of the capabilities and strategic resources, read on.

eXamPLes oF mass cusTomizaTionWhen the subject of mass customization is raised, the successful business model of the computer sup-plier Dell is often cited as one of the most impressive examples. The growth and success of Dell is based on this firm’s ability to produce custom computers on demand, meeting precisely the needs of each indi-vidual customer and producing these items, with no finished goods inventory risk, only after an order has been placed (and paid for). But beyond Dell, there are

many other examples of companies that have emplo-yed mass customization successfully. Consider the fol-lowing examples:

Pandora Radio relieves people of having to channel-surf through radio stations to find the music they like. Customers submit an initial set of their preferred songs, and from that information Pandora identifies a

1 This chapter builds on the paper „Cracking the Code of Mass Customization“, by Fabrizio Salvador, Martin de Holan and Frank Piller. MIT Sloan Management Review, Spring 2009, pp. 70-79.

Customization offerings of Mini and Selve (sources: cartype.com & selve.net)

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al customers, with products tailored to their specific needs? But mass customization has been trickier to implement than first anticipated. The key to profiting from mass customization is to see it not as a stand-alone business strategy that is replacing today‘s pro-duction and distribution systems, but as a set of orga-nizational capabilities that can supplement and enrich an existing system.

ThRee FundamenTaL caPaBiLiTiesWhile specific answers are clearly industry- or pro-duct-dependent, a decade of studying mass customi-zation led us to identify three fundamental capabilities that determine a firm‘s ability to mass customize. We call them solution space development, Robust Process design, and choice navigation.

soLuTion sPace deVeLoPmenT First and foremost, a company seeking to adopt mass customization has to be able to understand what the idiosyncratic needs of its customers are. This is in stark contrast to the approach of a mass producer, where the company focuses on identifying “central tenden-cies” among its customers’ needs, and targets them with a limited number of standard products. Conver-sely, a mass customizer has to identify the product attributes along which customer needs diverge the most. Once this is understood, the firm knows what is needed to properly cover the needs of its customers. It can draw up the “boundaries of its playground”, clearly defining what it is going to offer and what it is not - the firm’s solution space is defined. Mass customization necessarily implies the development of vast solution spaces, thus escalating the cost and complexity of understanding customer needs, in terms of spotting differentiating attributes, validating product concepts, and collecting customer feedback.

Developing the solution space also means learning from the experiences of past customers, and even

from people who were not customers. Consider, for example, the combination of options evaluated but not ordered. This information is no longer in short supply thanks, for example, to the log-file data of browsing behavior of users of online configurators, and should be systematically analyzed. With that kind of customer experience intelligence, data from past interactions can be turned into information on preferences and, ul-timately, into better choices for the customer.

RoBusT PRocess designA second critical requirement for mass customization is related to the relative performance of the value chain. Specifically, it is crucial that the increased variability in customers’ requirements does not lead to significant deterioration in the firm’s operations and supply chain. This can be achieved through robust process design - defined as the capability to reuse or re-combine exis-ting organizational and value chain resources to fulfill differentiated customers‘ needs. With robust process design customized solutions can be delivered with ne-ar-mass-production efficiency and reliability.

But what does it take to design a robust value chain? One possibility is to rely on flexible automation. Alt-hough it may sound like a contradiction in terms, au-tomation is no longer synonymous with rigidity today. In the automotive industry, for instance, robots and automation are compatible with previously unheard-of levels of versatility and customization. Even process industries (pharmaceuticals, food etc.), once synony-mous with rigid automation and large batches, nowa-days enjoy levels of flexibility once considered unattai-nable. Similarly, many intangible goods and services lend themselves to automated ICT (i.e. Information and Communication Technologies) solutions, oftenti-mes internet-based. In the case of the entertainment industry, digitalization has turned the entire product system over to the virtual sphere.

Additive manufacturing technologies play a key role at this stage. Digitalizing manufacturing is an enabler of robust processes in many industries that before have been characterized by high tooling and switching cost. We expect that the shift from „prototyping“ into ma-nufacturing technologies that is characterizing additive technologies today, will become a major boost of mass customization. A complementary approach is process modularity. This is achieved by thinking of operational and value chain processes as segments, each linked to a specific source of variability in the customers’ needs. As a result, different requirements in customers’ needs can be served by appropriately re-combining process segments, without the need to create costly ad-hoc process segments. This allows for recombining pro-cess segments to deliver tailored solutions.

Of course, even the most flexible technology cannot be adapted to unpredictable swings in customers’ needs. That’s why firms still have to invest in adaptive human capital. Employees have to become empowered to deal with novel and ambiguous tasks to offset potenti-al rigidities embedded in process structures and tech-nologies. No machine will ever be capable of deciding

solution space development

Robust Processdesign

choice navigation

The three capabilities of mass customization

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what the future solution space will look like: that is clearly a managerial decision, not an algorithm. Sim-ply put, mass customization is not only about systems, it is also about managerial talent. Balancing technolo-gy and human flexibility is a key success factor of any mass customization system.

choice naVigaTionFinally, the firm must be able to support customers in identifying their own problems and solutions, while minimizing complexity and burden of choice. When a customer is exposed to too many choices, the cogniti-ve cost of evaluation can easily outweigh the increased utility of having more choices, creating the “paradox of choice”: too many choices reduce customer value, instead of increasing it.

As such, offering more product choices can easily prompt customers to postpone or suspend their buy-ing decisions, and, even more worryingly, to classify the vendor as difficult to deal with and hence un-desirable. Therefore, the third requirement needed to ensure successful adoption of mass customization is the organizational capability to simplify the navigati-on of the company’s product assortment. We call that choice navigation.

The traditional measure for navigating the customer‘s choice in a mass customization system has been pro-duct configuration systems, also referred to as „co-design toolkits“. Choice navigation, however, does not just refer to preventing „complexity of choice“ and the negative effects of variety from the customers‘ perspective. Offering choice to customers in a me-aningful way, on the contrary, can become a way for new profit opportunities. Recent research has shown that up to 50% of the additional willingness to pay for customized (consumer) products can be explained by the positive perception of the co-design process itself. Product co-designs by customers may also pro-vide symbolic (intrinsic and social) benefits for them, resulting from the actual process of co-design rather than its outcome.

Martin Schreier from University of Bocconi quotes, for example, a pride-of-authorship effect. Customers may co-create something by themselves, which may add value due to the sheer enthusiasm about the result. This effect relates to the desire for uniqueness, as dis-cussed before, but here it is based on a unique task and not the outcome. In addition to enjoyment, task accomplishment has a sense of creativity. Participa-ting in a co-design process may be considered a high-ly creative problem-solving process by the individuals engaged in this task, thus becoming a motivator to purchase a mass customization product.

An important precondition for customer satisfaction derived from co-design is that the process itself should be felicitous and successful. The customer has to be capable of performing the task. This competency issue involves flow, a construct often used by researchers to explain how customer participation in a process increases satisfaction. Flow is the process of optimal

experience achieved when motivated users perceive a balance between their skills and the challenge at hand during an interaction process. Interacting with a co-design toolkit may lead exactly to this state, as studies in marketing indicate. Accordingly, recent re-search has recommended several design parameters of a configurator that should facilitate usability and process satisfaction.

In this study, we will focus on evaluating choice navi-gation as a core capability and success factor of mass customization systems.

a WoRd oF cauTionWe believe that mass customization can be a source of competitive advantage for most firms. By increasing the flexibility of the organization and reinforcing the connections with its customers, a mass customization strategy can be one of the core components of a larger competitive strategy, and one of the central pillars of its sustainability. Whenever customers are not getting what they need, business opportunities are opened. Consequent-ly, investment in building stronger mass customization capabilities is to be given serious consideration.

In this report, we share the results of the first international and large scale benchmarking study of mass customiza-tion companies in the consumer goods field. But before you dip into the details a word of caution:

There is not one best way. Our conclusi-on is that a company should “customize its mass customization strategy” based on the requirements of its customer stock, the state of its competition, and the technology available. It should not blindly use successful mass customizers as templates to copy. After all, mass customization is an entrepreneurial en-deavor that is broadly applicable to any business for which customers might be willing to pay for tailored solutions or ex-periences. Mass customization should be seen as a strategic mechanism to align the organization with customers’ needs by deploying the three fundamental ca-pabilities. After all, what is hard to deve-lop will be difficult to copy, and as such the capabilities can be a powerful source of sustainable competitive advantage.

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The cusTomizaTion 500

aim oF The sTudYOur objective is to provide a showcase of the state-of-the-art of mass customization (MC) and personalizati-on in the internet. On the one hand, we want to pro-vide a comprehensive picture of the market space of customization companies in this domain. On the other, we will look closer into choice navigation, the ability of companies to interact with consumers to co-design a custom offering. The different steps of this study can be best labeled as (1) Collecting, (2) Classifying, (3) Describing, and (4) Evaluating.

coLLecTingWe have collected information about 500 companies offering customized consumer goods. With the help of this collection we provide a broad overview of what types of MC companies and offers can be currently found online. These companies are listed alphabeti-cally and depicted in detail in the main part of the study. We give information about location, year of go-ing online, offered languages and many other general facts including the companies’ logos and a screenshot of the configuration process. All facts are specified in the chapter „Method and Measures“.

cLassiFYingAs the central part of our analysis, we configured a typi-cal product of each company in order to analyze the con-figuration process. Based on these tests, choice naviga-tion can be assessed. To systematize the great diversity of offered products, we have developed a classification system with eleven categories (see figure above).

Analyzing the frequency distribution (see table) it can be seen that the two categories Personalized Media (e.g. Photo Books) and Personalized Fashion (e.g. T-Shirts) are dominating. Interestingly, Food & Nutrition follows subsequently, still ahead of Personalized Look (e.g. Printed Mugs) and Made to Measure Apparel (e.g. Suits). Although MC pioneer Dell is probably the best-known customization company in the world, we have only found eight other companies fitting into the cate-gory Computer & Electronics.

Moreover, there were quite a few products we could not assign to one of the categories, which can be seen as indicator for the heterogeneity of customized offers. The following tag cloud (rendered in wordle.net) gives an overview of the products in the Misc category.

Products in the Misc category

category description exemplary Products Frequency

1. Personalized Media Flat prints on paper or “near paper” objects, such as canvas

Book, calendar, canvas, wallpaper,

2. Personalized Fashion & Textiles

Mostly printed T-Shirts plus other fabrics

T-Shirt, blanket, underwear

3. Food & Nutrition All you can eat or drink Chocolate, cereals, tea

4. Personalized Look Prints on non-paper materials Bag, mug, skin

5. Made to Measure Apparel

Women’s and men’s formal ap-parel

Suit, shirt, jacket, skirt

6. Jewelry & Bag & Accessories

All the things which improve your personal appearance

Ring, sun (glasses), watch, bag, belt

7. Misc All the things which do not fi t into the other categories

Toys, instruments, stuff

8. Household & Furniture Big and small things you use at home

Garden shed, bed, table, pet equipment,

9. Sports Sports equipment Bike, skateboard, golf ball

10. Footwear All that covers your feet Shoes, boots, Flip Flops

11. Computer & Electronics Different electronic products PC, notebook, accumulator 91,8%

234,6%

306,0%

316,2%

387,6%

418,2%

489,6%

499,8%

9619,2%

7815,6%

5711,4%

Classification system with eleven categories & frequency distribution of tested products

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descRiBing The analysis of customizable offerings shows that the-re is a huge variety of configuration systems and pro-cesses. In most cases this diversity can be explained by the particularity of the different products, although we found great differences of customization approa-ches in the same product categories as well. It was our aim to describe this variety in choice navigation as objectively as possible without rendering a judgment about the superiority or inferiority of any occurrence.

Thus, we have measured and counted the characte-ristics of the different configuration systems distin-guishing between (1) Visualization Features as well as (2) Navigation-, (3) Company- and (4) Customer-Help features. All facts are specified in the chapter „Method and Measures“.

eVaLuaTingTo make a comprehensive statement about choice na-vigation, we decided to also include the judgment of (1) Visual Realism, (2) Usability, (3) Creativity and (4) Enjoyment. Moreover we assessed the number of (5) Choice Options and to what extent the configuration creates a unique product, i.e. (6) Uniqueness. The last two parameters can be seen as additional indicators for the development of the solution space. All evalua-tions were done by at least three independent experts for every customized offer to guarantee reliability (see also “Method and Measures”).

As stated in the introduction, process satisfaction is the main objective of choice navigation. For that rea-son, we have added the scores of Usability, Creativity and Enjoyment to identify best practices. After show-ing the detailed profiles we list all companies in an al-phabetical order sorted by product category, at which we mark the best rated offerings.

TaRgeT gRouPs oF This sTudYWith our study, we want to address different target groups:

» Managers of existing MC companies, » Entrepreneurs who plan to start their own MC busi-

ness, » Established companies which plan to introduce cu-

stomization, » IT specialists and developers of configuration sy-

stems, » Academics and consultants in the field of Mass Cu-

stomization.

Moreover, we were told by our wives that such a coll-ection of customizable products also serves as a great source of inspiration when seeking a Christmas or birthday present...

Companies in our study with high visual realism (sources: 121time.com, longchamp.com, bivolino.com and nike.com)

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comPanY idenTiFicaTion

Actually, a huge variety of different mass customiza-tion offers can be found. For that reason, one of the first steps was to narrow down the scope of companies apt to be analyzed. Finally, we focus on companies of-fering products according to these five dimensions:

» Tangible Products » Consumer Goods » Hard Customization » Online Configuration » E-Commerce

Tangible Products

e-commerce consumer goods

hard customization

onlineConfi guration

Constraints for company choice

TangiBLe PRoducTsA first criterion to include a customization offering in our study was that it results in some tangible pro-duct (hardware). Especially in the entertainment sector more and more companies offer customizable digital (intangible) products, such as movies, clips, songs or games. Actually, personalization in the field of digital games is probably one of the most popular and widely used applications of customization. Here, users can create their own characters based on a modular library. Due to the fact that the customi-

zation and “production” process of digital products differs considerably from phy-sical goods, we excluded these offerings from our analysis. We have focused on products where the customization process demands the manufacturing of a custom hardware product. Somehow, this is the traditional domain of mass customization as described in most articles and books on the subject, and the one that also fas-cinates people most when talking about mass customization.

consumeR goodsAlthough mass customization has its roots in the Business-to-Business (B2B) sector, the dynamics within the Business-to-Con-sumer (B2C) area is rather impressive. Ac-cording to an actual Forrester Study, mass customization is expected to be the „final future of (consumer) products“. Hence, our focus was solely the B2C domain. In this area, we also find a large number of start-ups which made MC the core of their business model. For that reason our study focuses on B2C products.

Purely digital products are the customizable characters at Nintendo Wii, the so called Miis (left, source: nintendo.com).We, however, analyze physical products, such as the tangible dolls of mytwinn.com

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An example of an online customization possibility for industrial goods is the online conveyor configurator of Montech.com. There is an increasing number of these offerings on the internet. However, due to very diffe-rent target groups and often multi-channel sales envi-ronments, these offerings are more complex to bench-mark than consumer good companies.

haRd cusTomizaTionGenerally speaking, MC can be classified into Soft Cus-tomization and Hard Customization. Soft-customized products are mass-produced with an integrated cus-tomization option (adaptable products). Customiza-tion happens after production by the retailer or by the customers themselves. With the help of Apple’s “Appstore”, customers, for example, are enabled to personalize their iPhones with thousands of different applications, as they say: “Show me your apps and I tell you who you are!” Examples of soft customization

can also be found at physical products. Consider as an example Adidas offering its customers different kinds of soft-customizable shoes. With the Adicolor Kit cus-tomers are enabled to color their own shoes. The F50 Tunit Soccer Shoe can be individually composed from a set of different insoles and cleats.

Hard customization on the other hand fulfils the speci-fic customer wishes within the manufacturing process. Here the customer integration into the value chain is much higher than in Soft Customization. The customer has to decide on all offered customization options; the factual production of the item, however, is carried out by the provider (anywhere in the world).

MyMuesli.com, for example, can be seen as “Hard Customizer” par excellence. Customers are enabled to create their own individual cereal mix. After selecting a cereal base, additional ingredients can be added with the help of an online configurator. The actual cereal mix

Soft Customization at Adidas: Adicolor Kit (left, source: adidas.com) and F50 Tunit Soccer Shoe (source: dexigner.com)

Montech.com (left side) offers a configurator for industrial goods. We focus on consumer goods, such as the bikes of Republic.com

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MyMuesli’s hard customization approach is based on modularity, Spreadshirt applies flexible manufacturing

then is assembled by employees within the production facilities and shipped to the customer. MyMuesli’s cus-tomization process is based on a modular product ar-chitecture allowing millions of different combinations. Spreadshirt.com applies flexible production methods, such as printing and coating, whereas there are lite-rally no limitations for variants.

We consider hard customization as the “heart” of mass customization, that’s why we focus on this customization type.

onLine conFiguRaTionMass customization is not necessarily internet-based. Especially some pioneers of mass customization, such as Levi’s Original Spin, have tried to reach the custo-

mer via classic retail channel. Actually, the company Build-a-Bear has relied very successfully on its brick-and-mortar strategy for years.

There are also companies, which offer their product configurators as client software either on CD or as internet download. Before starting the configuration process, this software has to be installed locally on the user’s computer. Due to major improvements in com-puter and internet technology, the number of compa-nies still offering this procedure has receded strongly but not totally.

In our study we focus on companies with online con-figuration and even exclude those offerings, where a time-consuming and complex registration process has to be passed through before customization starts.

Frank Piller testing the Original Spin process in a Levi’s Shop in 1999

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e-commeRceA final important selection criteria for companies for our study was the ability to order the custom products online. Predominantly companies of the construction as well as automotive industry offer online configura-tion systems solely as an information tool without an E-Commerce function. Here customers are enabled to playfully create their own prefabricated houses, winter gardens or cars testing all possible variants. Having found the perfect setting, this configuration can be printed or sent directly to the retailer where the final conditions are negotiated personally.

Generally, the purchase of a car or a house is an ext-raordinary event in an average customer’s life. Due to the importance and the high price, such acquisitions cause high personal involvement and uncertainty. These products per se are not well-suited for E-Com-merce, because a quality proof based on a “touch-and-feel” experience is missing.

It’s all the more astonishing that we found the watch company Bamfordwatchdepartment.com offering cus-tomizable Rolex watches at a starting price of over $8,000 and the construction company Summerwood.com offering garden sheds at a starting price of over $20,000 – both to be customized and ordered online.

We could not include the automotive industry in our study due to the fact that most car configurators, such as the example of Bugatti.com, are offering no E-Commerce functionality

The most expensive products in our study (sources: summer-wood.com and bamfordwatchdepartment.com)

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inVenToRY TaKingIn the first step we collected as many companies as possible fitting our requirements. For that reason, we ana-lyzed the following websites discussing the concept of mass customization and personalization.

mass-cusTomizaTion.BLogs.comIn 1997 already, Frank Piller started to publish news about mass customization, first as newsletter and since 2005 as blog. In this time he has featured and discussed hundreds of MC companies.

Screenshot of mass-customization.blogs.com

BLogs.oneoFaKindPuBLishing.comUS based marketing expert Anita Windisman started 2006 to publish articles about mass customization, perso-nalization and co-creation on her blog. Over the years she has reviewed over one hundred MC offerings based on her personal experience.

Screenshot of blogs.oneofakindpublishing.com

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conFiguRaToR-daTaBase.comPaul Blazek and his team of Vienna based media agency cyLEDGE started to publish this comprehensive databa-se in 2007. In the meantime the collection has grown to over 700 configurators, which can be sorted according to different dimensions, such as industries.

Screenshot of configurator-database.com

egoo-jouRnaL.comIn 2008 Heiko Vogelgesang started the German online magazine egoo, which reports regularly about all deve-lopments in the field of customization. Additionally there is a gift finder and a special register, which lists over 250 MC shops with detailed information.

Screenshot of egoo-journal.com

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miLKoRsugaR.comInitiated by Stefan Hoevenaar from the Netherlands, MilkorSugar went online in 2008. Calling itself “the web’s first custom-shopping portal, with reviews of everything you can customize and order online.” Currently, it lists, describes and evaluates over 300 MC offerings in 11 main and over 100 sub categories.

Screenshot of milkorsugar.com

In addition we conducted a com-prehensive Google research with different key words. The tag cloud on the right gives an overview of the applied terms.

As a result of this data collection, we gathered a list of more than 1,000 different MC offerings. After screening this list, about 600 cor-responded to our prerequisites as outlined before. Surprisingly, about 100 firms were already out of busi-ness again, which means 17% or almost every sixth company! This fact can be seen as an indication for the dynamic and uncertainty in the field of mass customization and the need for systematic research on success factors.

over 400not meeting our requirements

over 1000 online mc offerings

500taken for mc 500

100out of

business

Overview of selected companies

Search terms for Google research

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The 500 companies finally taken for the study are located in 20 different countries, with a majority of them (43%) in the USA and in Germany (38%).2

Altogether, 16 different top-level domains can be found in our data set. The .com domain is by far the most represented with 61%, followed by the .de domain with 29,6%.

2 Note that we only considered companies with a website either in English or German. This is a clear limitation of our research.

domain Frequency Percent

.com 305 61,0

.de 148 29,6

.co.uk 11 2,2

.ch 8 1,6

.at 7 1,4

.net 5 1,0

.nl 4 0,8

.com.au 3 0,6

.it 2 0,4

.be 1 0,2

.biz 1 0,2

.cc 1 0,2

.co.nz 1 0,2

.fr 1 0,2

.info 1 0,2

.eu 1 0,2

sum 500 100%

usa

43%

countries domains

geR

38%

.com

61%

.de

29,6%

10%

20%

30%

40%

50%

60%

70%

80%

Overview of the two most represented countries and top-level domains in the study

country Frequency Percent

USA 218 43,0

Germany 190 38,0

UK 21 4,2

Switzerland 12 2,4

Canada 9 1,8

Austria 9 1,8

Netherlands 8 1,6

Australia 7 1,4

France 5 1,0

Sweden 4 0,8

Belgium 4 0,8

Thailand 3 0,6

Spain 2 0,4

Italy 2 0,4

Slovakia 1 0,2

Norway 1 0,2

New Zealand 1 0,2

India 1 0,2

Denmark 1 0,2

China 1 0,2

sum 500 100%

Search terms for Google research

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geneRaL inFoRmaTion Based on research on mass customization, configura-tion and information systems as well as E-Commerce and web usability, we developed an evaluation pro-cess. We discussed the identified dimensions with ex-perts, refined and pretested them and finally coded the process with the help of an online survey tool.

The objective was to have every single MC website evaluated by at least three independent experts. This procedure was necessary to guarantee the so-called inter-rater reliability, which is the common mea-sure for data quality. Results from just one rater would have been rather subjective, biased and unreliable. Moreover, we tried to use as many objective (counta-ble) measures as possible, such as the number or the sheer existence of features (e.g. “is there a zooming option?” – yes/no), instead of incorporating too many subjective measures, where a bias cannot totally be eliminated. The authors as well as research associa-tes specialized in Mass Customization at both RWTH Aachen and Salzburg University of Applied Sciences served as evaluators.

The evaluations took place in three waves. In the first wave the internet addresses of all 500 selected MC companies were assigned randomly to the evaluators. The first task was to collect basic information about the company, such as the location and since when the MC offer had been online. Moreover, it should be analyzed what languages are offered and what pieces of infor-mation about shipment (e.g. timeline, express features and availability / country restrictions) are given. More specifically, it should be assessed if the company can be classified as “pure customer” just offering customiz-able products and in how many different categories products are offered for customizing. Here we distingu-ish between <5; <10; <20; and >20 categories.

In the next step the evaluators were asked to identify typical categories (maximum 4) the company offers and choose the most typical customizable product.

The experts had to customize the chosen product accor-ding to their own preferences, at which they should try to always choose the maximum customization possibi-lities, including, for example, optional embroideries or additional services. Right at the beginning the starting price and the currency of the product as well as the pricing system had to be noted. We differ between a flat fee, where all customization choices are included, and a configuration-dependent variable price, where the price changes according to the selected options.

We also asked the evaluators to screenshot the company’s logo and a typical scene from the con-figuration process. The configuration task was not finished until the customized product was placed in the shopping cart. Hereupon, the actual assessment process started, at which we distinguish between characteristics and evaluations.

chaRacTeRisTicsThe characteristics are based on objective measures, which are (1) Visualization Features as well as (2) Na-vigation Help, (3) Company Help and (4) Customer Help. These dimensions have values between zero (no feature found) and four (all features found).

VisuaLizaTion FeaTuResThe evaluators were asked to analyze how the configu-ration process is supported by Visualization Features such as (1) product picture / 2D single view or 3D single view, (2) multiple views, e.g. different perspec-tives of the product, (3) zoom and/or turn features, e.g. stepless zooming or interactive turning.

naVigaTion heLPThe evaluators were asked to analyze how the configu-ration process is supported by (1) an overview of the navigation process, (2) a progress bar, which shows where you are in the process, (3) an activity list, which shows the already executed and the pending tasks and (4) a save option, which keeps the current settings for a later prosecution.

comPanY heLPThe evaluators were asked to analyze how the customer’s decision process is supported by a company’s (1) recommendations like color suggesti-ons (“we recommend …”) etc., (2) design examples like a “design inspiration” to start the design process etc., (3) help to options, like a deeper verbal explana-tion of the next step and its potential effects on the final product or an announcement of a price increment etc. as well as (4) deeper product information like ad-ditional descriptions based on text, pictures, movies, hyperlinks or virtual advisors.

cusTomeR heLPThe evaluators were asked to analyze how the customer’s decision process is supported by sugges-tions or the analysis of other customers respectively peer-to-peer community functionalities.

We incorporated customer’s (1) recommendations via communities, forums, blogs etc., (2) exchange possi-bilities, such as a tell-a-friend-function etc., (3) design examples like “design inspirations” by other customers etc. as well as (4) recommendations based on the buying behavior of other customers like “bestseller”, “blockbuster”, “No. 1 configuration” etc.

For each feature we gave one point, except for 3D view at Visualization Features – here we gave two points. Thus, a minimum of zero points and a maxi-mum of four points can be reached in every dimensi-on. We symbolize the occurrence of a feature with a little filled square.

meThod and measuRes

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eVaLuaTionsThe evaluations for (1) Visual Realism, (2) Usability, (3) Creativity, (4) Enjoyment and (5) Uniqueness are based on the subjective judgements of the indepen-dent experts. All impressions are measured on a 1 to 5 rating scale (1=very low value / 5=very high value).

Visual Realism was measured by means of one question “How realistic do you assess the visualiza-tion of the configuration process?” (2) Usability, (3) Creativity, (4) Enjoyment and (5) Uniqueness were evaluated with several items. For each of the three evaluators the items were grouped and tested with the help of factor and reliability analysis. Inter-rater reliability of these factors was checked with the Intra-Class-Correlation-Coefficient. Finally, the single fac-tors were combined to one overall factor.3

To measure usability the experts were asked to rate: The configurator is (1) intuitively usable, (2) user-friendly as well as (3) clearly and (4) logically structured.

The creativity factor consists of the two items: (1) The website gave me a lot of freedom, and (2) I could give my creativity free rein while designing the product.

To determine enjoyment, the experts had to rate: The configuration was (1) fun, (2) delight, (3) pleasu-re, (4) entertaining and (5) interesting.

To assess uniqueness following statements had to be evaluated: My created product (1) is unique, (2) is different, (3) helps me to differentiate; and (4) no one else has such a product.

Finally we asked the experts: “Considering the number of given choice options, how would you describe the Solution Space?” They were expected to answer with: (1) focused, (2) medium or (3) broad. We symbolize the evaluations with little filled bullet points.

In the second and third wave all websites were ran-domly mixed and assigned to the experts again, so that no expert evaluated one site twice.

3 All dimensions were evaluated by at least three experts. Evaluations with an insufficient Intra-Class-Correlation-Coefficient were retested by at least two additional raters.

Selection of companies with a high level of Usability, Crea-tivity and Enjoyment (sources: zazzle.com, oakley.com and inmod.com)

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an aLPhaBeTicaL oVeRVieWIn the following, all 500 companies are listed in alphabetical order. Moreover, the corresponding category and page number, where the full profile of the company can be found, are provided. After these lists the full profiles of all 500 companies are given in the chapter “Full Profiles and Evaluations”. And finally best practices in choice navigation are highlighted in chapter “Best rated Companies sorted by Categories”.

500 cusTomizaTion comPanies

The Customization 500 Universe

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# uRL category Page1 www.1154lill.com Jewelry & Bags & Accessories 302 www.121time.com Jewelry & Bags & Accessories 303 www.123skins.de Personalized Look 314 www.3d-laser-foto.de / www.looxis.de Misc 315 www.adagio.com Food & Nutrition 326 www.adventman.de Personalized Media 327 www.agando-shop.de Computer & Electronics 338 www.akkukonfigurator.de Computer & Electronics 339 www.aktionslicht.de Misc 3410 www.aletoware.de Computer & Electronics 3411 www.allmytea.de Food & Nutrition 3512 www.alphabetplates.com Household & Furniture 3513 www.alternate.de Computer & Electronics 3614 www.animaxx.de Personalized Media 3615 www.artisticchecks.com Personalized Media 3716 www.artyourface.com Personalized Media 3717 www.audena.de Household & Furniture 3818 www.austads.com Sports 3819 www.baby-strampler.ch Personalized Fashion & Textiles 3920 www.bamfordwatchdepartment.com Jewelry & Bags & Accessories 3921 www.barrelsandbottles.co.uk Personalized Media 4022 www.baur.de Made to Measure Apparel 4023 www.beaniebee.com Personalized Fashion & Textiles 4124 www.beau-coup.com Misc 4125 www.beerstickr.com Personalized Media 4226 www.berlinbag.com Personalized Look 4227 www.bestcustomshirt.com Made to Measure Apparel 4328 www.beyondclothing.com Made to Measure Apparel 4329 www.biogolftee.com Sports 4430 www.bivolino.com Made to Measure Apparel 4431 www.blancier.com Jewelry & Bags & Accessories 4532 www.blank-label.com Made to Measure Apparel 4533 www.blazingclothing.co.uk Personalized Fashion & Textiles 4634 www.bluenile.com Jewelry & Bags & Accessories 4635 www.boardpusher.com Sports 4736 www.bobbooks.co.uk Personalized Media 4737 www.bottlewraps.com Personalized Media 4838 www.boutiqueruby.com Misc 4839 www.brewtopia.com.au Personalized Media 4940 www.brillenladen.de Jewelry & Bags & Accessories 4941 www.brixels.de Personalized Media 5042 www.brunswickbilliards.com Household & Furniture 5043 www.bspurses.com Jewelry & Bags & Accessories 5144 www.bueromoebel-werksverkauf.de Household & Furniture 5145 www.buildmychair.com Household & Furniture 5246 www.bulbby.de Personalized Fashion & Textiles 5247 www.businesshemden.com Made to Measure Apparel 5348 www.cafepress.com Personalized Fashion & Textiles 5349 www.cameandleon.com Jewelry & Bags & Accessories 5450 www.campe-ohff.de Made to Measure Apparel 5451 www.candybarwrapper.makesparties.com Personalized Media 5552 www.cardboarding.com Sports 5553 www.carpetcenter.de Household & Furniture 5654 www.case-mate.com Personalized Look 5655 www.caseable.com Personalized Look 5756 www.cays.de Personalized Look 57

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500 cusTomizaTion comPanies

FuLL PRoFiLes and eVaLuaTionsIn the main part of the study full profiles and evaluations of the 500 companies are given. The information is structured according to the four dimensions (1) General Information, (2) Tested Product, (3) Characteristics and (4) Evaluations. Following overview summarizes the guiding questions of the profiles; for a detailed specification see chapter “Method and Measures”.

geneRaL inFoRmaTion

» Country = where is the company located? » Online since = since when is the MC offering online? » Languages = what languages are offered on the website? » Pure Customizer = does the company only offer Mc product? » MC 500 Classification = in which category does the customizable products fit best? » MC Categories # = in how many different categories are customizable products offered? » Exemplary Categories = what are typical product categories of this MC company?

TesTed PRoducT

» Item = what typical product was tested? » Price = what is the starting-price of this product? » Type = is the pricing system flat or variable? » Fulfillment = what is the timeline for executing / shipping the order? » Avail(ability) = what countries are the products shipped to? » Express = is there an express feature for shipment?

chaRacTeRisTics

» Visual Features = what is the level of process supporting visual features? » Navigation Help = what is the level of orientation help during the configuration process? » Company Help = what is the level of help given by the company during the process? » Customer Help = what is the level of help based on other customer encounters? » Choice Options = how can the number of customization possibilities be described?

eVaLuaTions

» Visual Realism = how realistic is the visualization during the configuration process? » Usability = how usable is the configurator? » Creativity = how much freedom for creativity is given by the configurator? » Enjoyment = how enjoyable is the configuration process? » Uniqueness = what level of uniqueness does the customized product show?

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www.1154lill.com

geneRaL inFoRmaTion

country | online since | Languages USA | 2000 | EN

Pure customizer | MC 500 Classification no | Jewelry & Bags & Accessories

mc categories # | exemplary categories <5 | Bags

TesTed PRoducT

item Women‘s bag │ Lexie bag

Price | Type 152,- USD │ flat

Fulfillment delivery time: 1-5 weekdays

avail. | express worldwide | yes

chaRacTeRisTics eVaLuaTions

Visual Features ■■■□ Visual Realism ●●●○○ 3,3

navigation help ■□□□ usability ●●●●○ 3,5

company help ■□□□ creativity ●●●○○ 2,7

customer help ■□□□ enjoyment ●●●○○ 3,1

choice options broad uniqueness ●●●●● 4,6

www.121time.com

geneRaL inFoRmaTion

country | online since | Languages Switzerland | 2003 | EN, GER, FR

Pure customizer | MC 500 Classification no | Jewelry & Bags & Accessories

mc categories # | exemplary categories <5 | Watches

TesTed PRoducT

item Women‘s watch │ Spin Master 32mm

Price | Type 923,- EUR │ variable

Fulfillment ready for shipment: 10 weekdays

avail. | express worldwide | no info

chaRacTeRisTics eVaLuaTions

Visual Features ■■□□ Visual Realism ●●●●● 4,7

navigation help ■■□□ usability ●●●●○ 3,5

company help ■■□□ creativity ●●●●○ 4,0

customer help □□□□ enjoyment ●●●●○ 3,8

choice options medium uniqueness ●●●●● 4,6

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www.123skins.de

geneRaL inFoRmaTion

country | online since | Languages Germany | 2007 | GER

Pure customizer | MC 500 Classification no | Personalized Look

mc categories # | exemplary categories <5 | Skins for mobile phones, notebooks, MP3 players

TesTed PRoducT

item Skin Notebook │ Toshiba

Price | Type 19,99 EUR │ flat

Fulfillment no info

avail. | express worldwide | yes

chaRacTeRisTics eVaLuaTions

Visual Features ■□□□ Visual Realism ●●●○○ 2,7

navigation help ■□□□ usability ●●●●○ 4,2

company help ■□□□ creativity ●●●○○ 3,3

customer help □□□□ enjoyment ●●●●○ 3,5

choice options medium uniqueness ●●●●● 4,9

www.3d-laser-foto.de / www.looxis.de

geneRaL inFoRmaTion

country | online since | Languages Germany | 2008 | GER

Pure customizer | MC 500 Classification no | Misc

mc categories # | exemplary categories <5 | 3D / Laser / Art photos

TesTed PRoducT

item 3D laser photo

Price | Type 69,- EUR │ flat

Fulfillment delivery time: 2 weekdays

avail. | express worldwide | no info

chaRacTeRisTics eVaLuaTions

Visual Features ■■■□ Visual Realism ●●●○○ 3,3

navigation help ■□□□ usability ●●●●○ 4,0

company help ■□□□ creativity ●●●○○ 3,3

customer help □□□□ enjoyment ●●●●○ 4,0

choice options medium uniqueness ●●●●● 4,8

Find all 500company profiles

and our conclusions in the study!

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500 cusTomizaTion comPanies

BesT RaTed comPanies soRTed BY caTegoRiesIn the following, all 500 companies are listed alphabetically again, this time however sorted by categories. Thus, the different players in a branch can be seen and compared easily. In each category we have marked those com-panies with the highest score of Usability, Creativity and Enjoyment with red color and three “!!!”. We consider these dimensions crucial for process satisfaction, which is the main objective of choice navigation.

The number of MC offerings varies strongly in the different categories. For example, there are 96 companies in the Personalized Media category, whereas there are only 9 companies in the Computer & Electronics category. For that reason the number of highlighted (i.e. best rated) offerings varies accordingly. At most categories we have marked the top ten, at Footwear, Household & Furniture and Sports the top five and at Computer & Elect-ronics only the top three companies.

Personalized media

Personalized Fashion & Textiles

Food & nutrition

Personalized Look

made to measure apparel

jewelry & Bag & accessories

misc

household & Furniture

sports

Footwear

computer & electronics

91,8%

234,6%

306,0%

316,2%

387,6%

418,2%

489,6%

499,8%

9619,2%

7815,6%

5711,4%

caTegoRY FReQuencY

Frequency distribution of the different categories (see chapter “Aim of the Study” for a detailed depiction)

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LimiTaTionsBasically, all steps in this study can be object of some critical reflections. While we invested all care to get a best possible comprehensive and objective evaluation, our research is still facing some serious limitations.

deTeRminaTion oF seLecTion cRiTeRiaWe are aware that we have excluded a considerab-le number of customization companies, such as car companies, B2B-companies or producers of digital goods, whose assessment would also be very impor-tant for a systematic state-of-the-art survey in or-der to give well-founded recommendations for future developments.

Analyzing these companies should be object of further research.

seLecTion oF comPaniesWe used different websites specialized in mass cus-tomization and also conducted a Google research to identify these companies, which fit our requirements. We assume that there are many other appropriate firms we do not know yet. Moreover, we were only able to analyze websites in either English or German.

seLecTion oF TesTed PRoducTsWe tried to select a product apt for customization, which is typical for the company. Some companies, such as Zazzle.com, offer dozens of different custo-mizable products, which appear equitable. We can imagine that some MC managers would have selected another product, which they assess as more typical.

coRRecTness and acTuaLiTY oF daTaBy deploying at least three independent experts we tried to minimize failures as to the gathering of ge-neral information as well as to the determination of objective measures. By this approach we were able to test all evaluations for their reliability. We double-checked every single data point several times to the best of our knowledge. Nevertheless, we are sure that our report is not 100% correct.

Either we failed or the object of investigation has changed in the meantime. We have experienced that the mass customization branch is very dynamic. The design of websites changes quite often, configuration processes are updated, new companies show up and existing companies disappear.

Although we conducted a final check of all companies a few weeks before this publication, the actuality of the data can’t either be guaranteed 100%.

The field of mass customization is just too dynamic!

ouTLooK

The cusTomizaTion 500 signeTWe are convinced that the number of qualitative MC companies is increasing steadily. For that reason we plan to iterate the study in an appropriate period of time only listing the best 500 companies. In this way The Customization 500 study is expected to convert into a real Who-is-Who of the MC branch. A listing in this study can therefore be seen as quality signal for customers, investors and other interest groups. At this stage we offer all interested companies, which are lis-ted in our study, to put our The customization 500 signet on their websites to show their affiliation.

Please contact us and we will send you the signet in different resolutions for your website and print media.

ReFLecTion

www.mc-500.com

The Customization 500 Signet for your website

caLL FoR conTinuous imPRoVemenTHelp us to improve this study! If you know a MC company fitting our requirements that is not included yet, please let us know. Also, we grateful for any notice on outdated or wrong information in the profiles. Let us also know if your believe that the product that we did test for a site did not represent the site‘s offering best. We will incorporate all of your suggesti-ons in the next edition.

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addiTionaL seRVices and cusTomized ReseaRch

eXPeRienceBased on the results of The Customization 500 and other scientific studies as well as on long-term experi-ence in market research and consulting of MC compa-nies, we offer additional services:

cusTomized eVaLuaTion oF The cusTomizaTion 500 sTudYOur database contains much more data than we could publish in this report. We are happy to discuss with you a customized comparison of any company against a set of offerings from other sites, using the entire data set. Please contact us for any individual inquiries.

LecTuRes and TRainings on mass cu-sTomizaTionAre you interested in a customized inhouse education for your team or clients, or an executive education program for your university? We are glad to discuss any program, ranging from a workshop to a teaching module or even a full class in mass customization. Possible contents are:

» Background of MC / the market for mass customization,

» Types of MC, » MC capabilities (Solution Space, Choice Navigati-

on, Robust Processes), » Design parameters of compelling configuration systems, » Operative and strategic management of MC, » Customer value and willingness to pay for custo-

mized products, » Branding for mass customization, » Bridging MC to market research and open

innovation, » Implementation of a mass customization initiative

in an established company etc.

cusTomized deVeLoPmenTsEspecially for start-ups and established companies, which plan to introduce customization, we offer to help specifying the solution space and choice na-vigation. Our approach is directed by the following main questions:

» What features should be made customizable? » What choice options are valued by the customer? » What is the customer willing to pay for the diffe-

rent choice options? » What features can be handled and definitely pro-

duced by the company? » How can these options be translated in an efficient

and exciting configuration process?

We offer this service also for running MC companies, reviewing and optimizing their current settings.

ReseaRch on usaBiLiTY, QuaLiTY and accePTanceFor MC managers we offer the analysis of how your (online) offering is perceived by your customers. Sub-jects of investigation are web appearance, usability,customer interaction, configuration process, customerperception (e.g. satisfaction, WOM intention etc.), and others. Together with the company we develop the most appropriate research design, whereas qua-litative procedures, such as interviews and critical in-cident analyses, as well as quantitative procedures, such as surveys or conjoint tests, are incorporated. Depending on the research object we apply personal, offline, web-based or apparatus-based methods, such as virtual product testing or eye tracking.

If you are interested in one of these offerings or if you have questions concerning a different kind of service, please to contact us. We love to customize!

service / Target group mc operators and practitioners

start-ups and companies

introducing mc

consultants and academics

Customized evaluation of the MC 500 study x x xLectures and trainings on mass customization x x xDevelopment of choice navigation and solution space x xResearch on usability, quality and acceptance x

Overview of additional services for different target groups

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acKnoWLedgmenTsThis study was positively influenced by different peop-le we want to thank.

First of all we want to thank dr. christoph ihl for his very helpful input to develop an appropriate evaluation process. Likewise, we thank Thorsten harzer for tra-cing many new and promising MC companies we could include in our study, and for coordinating the research associates at the RWTH Aachen. We are grateful for the input and support of Prof. Fabrizio salvador at IE Business School who will become a main contribu-tor to the academic evaluation of the data gathered in this study. At MIT, we thank Betty Lou mcclanahan for her support and coordination with the MIT Smart Customization Group.

At this point we want to stress the special dedication of Barbara Birke (Aachen), Lisa Werger (Salzburg) and hendrik Verges (Aachen). These three great graduate research students helped a lot. For his endu-rance when preparing data and for his perpetual crea-tivity when laying out this study we strongly thank christoph eichberger. Moreover, we thank Peter Walcher for thoroughly proofreading this study. Last but not least we thank all our evaluators for their accuracy and patience!

auThoRs and conTacT

dominik Walcher is professor for marketing and in-novation management at Salzburg University of Ap-plied Sciences / School for Design and Product Ma-nagement. He studied architecture and management at the University of Stuttgart, the Technical University Munich (TUM) and the University of California at Ber-keley. After some years of gaining work experience he joined Prof. Reichwald’s chair for management at TUM in 2001, where he was part of Frank Piller’s newly founded “Center for Mass Customization“. His doctoral thesis about mass customization and open innovation at Adidas was awarded with several prizes. In the last years he has extended his field of research to brand management, business creation and sustainability marketing. He was founder of a startup company in the field of customizable and eco-intelligent products. Results from his practical experience and academic research are numerously published and part of his teaching and consultancy. Dominik Walcher is member of the Board of Directors of a sustainability company and visiting professor at universities in Munich, Stutt-gart, Salzburg, Bozen, St. Gallen and Helsinki. Since May 2010 he has been a research associate at Mas-sachusetts Institute of Technology (MIT) directing the MIT Smart Customization Group‘s “The Customization 500“ initiative.

Prof. dr. dominik WalcherSalzburg University of Applied Sciences School of Design and Product Management Markt 136a | 5431 Kuchl | AustriaEmail: [email protected] Telephone: +43 680 122 1379

Frank Piller is a chair professor of management and the director of the Technology & Innovation Manage-ment Group at RWTH Aachen University. He also is a founding faculty member and the co-director of the MIT Smart Customization Group at the Massachusetts Institute of Technology, USA. Frequently quoted in The New York Times, The Economist, and Business Week, amongst others, Frank is regarded as one of the lea-ding experts on mass customization, personalization, and open innovation. His blog, mass-customization.blogs.com, is the premier source of information on mass customization and customer driven value crea-tion. In 1997, his article in the German edition of the Harvard Business Review and his first book on mass customization (1998) brought this topic on the ma-nagement agenda in Europe. Frank‘s recent research focuses on innovation interfaces: How can organiza-tions increase innovation success by designing and managing better interfaces within their organization and with external actors. Together with Mitchell Tseng, Frank Piller initiated and co-chaired the MCPC confe-rence series, the largest professional event on mass customization & personalization. Before entering his recent position in Aachen, he worked at TUM Business School and at the MIT Sloan School of Management. As an investor, member of the Board of Directors or as a scientific adviser of several technology companies, he transfers his research into practice.

Prof. dr. Frank PillerRWTH Aachen University Technology & Innovation Management Group Kackertstr. 15-17, 4th Floor | 52072 Aachen | GermanyEmail: [email protected] Telephone: +49 241 809 3577 and +1 617 326 3748

Frank Piller (left) and Dominik Walcher, the authors of the Customization 500 Study

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RecommendaTions FoR FuRTheR Reading

The following references are some suggestions for further reading. From the vast literature on MC we recom-mend these papers and books as a great source for a more detailed discussion of specific topics.

anderson, c. (2007). The long tail: How endless choice is creating unlimited demand. London: Ran-dom House.

Berger, c., moeslein, K., Piller, F., Reichwald, R. (2005). Co-designing the customer interface for customer-centric strategies: Learning from explora-tory research. European Management Review, 2(3), 70-87.

Brabazon, P.g., maccarthy, B. (2010). On Mar-kovian approximations for virtual-build-to-order sy-stems. Journal of the Operational Research Society, 61(10): 1471-1484.

csikszentmihalyi, m. (1990). Flow: The psycholo-gy of optimal experience. New York: Harper & Row.

dahan, e., hauser, j. (2002). The virtual customer. Journal of Product Innovation Management, 19(5), 332-353.

davis, s. (1987). Future perfect. Reading, MA: Ad-dison-Wesley.

dellaert, B. g., dabholkar, P. (2009). Increasing the attractiveness of mass customization: The role of complementary online services and range of op-tions. International Journal of Electronic Commerce, 13 (2), 43-70.

dellaert, B. g. c., stremersch, s. (2005). Marke-ting mass customized products: Striking the balance between utility and complexity. Journal of Marketing Research, 43(2), 219-227.

du, X., jiao, j., Tseng, m. (2003). Identifying Cu-stomer Need Patterns for Customization and Per-sonalization. Integrated Manufacturing Systems, 14,(5), 387-396.

duray, R. (2002). Mass customization origins: mass or custom manufacturing? International Journal of Operations & Production Management, 22(3), 314-330.

Forza, c., salvador, F. (2007). Product information management for mass customization: Connecting customer, front-end and back-end for fast and effi-cient personalization. London: Palgrave Macmillian.

Franke, n., Piller, F. (2003). Key research issues in user interaction with configuration toolkits in a mass customization system. International Journal of Technology Management, 26, 578-599.

Franke, n., Piller, F. (2004). Toolkits for user inno-vation and design: An exploration of user interaction and value creation. Journal of Product Innovation Management, 21(6), 401-415.

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