May 2006 Index
 
Home Page


Editor’s Note: This is a detailed and exacting study of display factors that influence learning from a computer screen. This data has value for instructional designers since the results differ from Eastman Kodak’s data for visual projection and the Ford Foundation specifications for television viewing. It also incorporates research on complexity and aesthetic values.

Web-Based Distance Learning Technology:
Interface Design Variables and their Effects

Cristina Pomales-García and Yili Liu
Purerto Rico & USA

Abstract

This research measured simplicity, visual attractiveness, organization, clarity, and excitement factors in a Web-based distance learning (WBDL) environment where multimedia such as audio, video, figures and text were displayed simultaneously on the computer screen. Thirty-three simulated Web-based instructional modules with different interface design characteristics (information delivery modality, color of text and figures, and slide text font size) were evaluated through a controlled experimental study. The results showed that Web modules with instructor video, use of color words in slides with text, and text font size 14 had higher ratings of simplicity, visual attractiveness, organization, clarity, and excitement. This study provides empirical evidence to support the importance of appearance in the design of WBDL environments and demonstrates that guidelines in screen design could be applied to WBDL design.

Keywords: Web-based distance learning environment, distance learning screen design, user preferences, aesthetics, multimedia, Web-based instructional modules

 

Introduction

Web-based distance learning (WBDL) technology is playing a more and more important role in education, and it is important to understand how interface design variables such as screen layout and organization may affect the appearance and usability of the WBDL technologies. Stewart, Hong, and Strudler (2004) found appearance and structure of Web-pages to be an important factor related to the quality of Web-based instruction. Zhang and von Dran (2000) considered layout as a visual attractiveness factor that enhances user satisfaction. Other researchers have also emphasized the role of layout in design.

Layout is a publication design term used to refer to the planned visual arrangement of text elements on a page or screen (Grabinger 1989). Brink, Gergle and Wood (in Darlington 2005) proposed a set of guidelines for page layout design, including consistency, simplicity, focus, use of metaphors and functional stability. Tullis (1983) suggested that the most desirable screen features are simplicity, clarity and understandability. A visually pleasing composition or design aesthetic is defined as attractive to the eye, drawing attention subliminally, conveying a message clearly and quickly; and simplicity is defined as a combination of elements that results in ease in comprehending the meaning of a pattern.

Grabinger and Amadeo (1988) conducted an experiment in which 31 participants sorted a sample of text types according to their “study-ability”—the ease with which text in cathode ray tubes (CRT) displays could be read and studied—to understand which design variables are related to the comprehensibility of text. The results showed the advantage of arranging test materials in ways that support perceptions of structure, simplicity and organization. In this study, structure was described by text designs that indicate a hierarchical and systematic arrangement of subject material with isolated headings, spaced paragraphs and directive cues (underline, italics, and bold type). Simplicity was described by designs with presenting narrow text (45 characters), with double spacing and organized paragraphs. Organization was described as text with a block scheme, and including a heading at the top of the page. The authors suggest that these factors contributed to a feeling of ease, spaciousness and simple manageable text.

Ngo (2001) developed a mathematical model to describe thirteen different spatial properties of a multi-screen interface and determine how these different properties relate to the aesthetic value of a screen. One of these properties is simplicity, which is defined as the extent to which component parts are minimized and the relationships between the parts are simplified. Bauerly and Liu (2003, 2006) conducted computational modeling and experimental evaluation work on quantifying the effects of number of components, grouping, symmetry, and balance on interface aesthetics. The concept of minimizing the components of a screen is similar to several other related ideas including Tullis’ (1983) idea of counting the total number of fields in a screen and choosing screens with minimal number of fields, Grabinger and Amadeo’s (1988) feeling of “spaciousness”, Brink, et al. (in Darlington 2005, 49) “keeping the page structure simple and uncluttered”, and Nielsen’s (2000) use of white space to guide the eye and help users understand the grouping of information. Nielsen (2000) suggests that content should account for at least half of a page’s design, and preferably closer to 80 percent. When designing Web pages some general design guidelines should be followed, including using meaningful headings, bulleted lists to break the flow of uniform text blocks, and highlighting and emphasis (color text and underline) to make important words catch the user’s eye.

Grouping or organization is another important factor in screen design. Grabinger and Amadeo (1988) found “organization” to be one of the group perceptions. With respect to design, line borders can greatly enhance groupings of information and direct the viewer’s eyes in the required direction of information scanning. Thacker (in Galitz, 1993) found that displayed information with a border around it was reported to be easier to read, better in appearance and preferable.

A series of experiments by Champness and De Alberdi (1981) were designed to uncover the main factors of judgment people use when they evaluate teletext pages, assess the extent to which slide presentation of pages produces similar responses as presentation by TV, and assess the effect of specific designs of pages on users’ subjective reactions. Participants sat in front of a TV screen and were presented with a succession of teletext pages. They were given memory tests after seeing pages for a fixed length of time and asked to rate further pages on seven-point rating scales. Results showed that attractiveness, clarity and usefulness were the three main factors of user reaction. The researchers found that these factors were stable across both situations and methods of presentation. Both individual scales and factors were extremely sensitive to changes in page design, in a meaningful and useful way. The authors conclude that the way information is presented on a page does not just affect how pleasing it is to the eye but it also affects the time to read it. They suggest that paragraphing or segmenting text along with underlining, color and bullets to provide emphasis are important to improve ease of reading.

Web-based modules used in distance education include many different formats and media. For text presentation, it is recommended to include no more than 40-60 characters on each line, to separate paragraphs by at least one blank line, and emphasize important things by bold typefaces. According to Galitz (1993) using bold to emphasize important things makes the screen more interesting. When creating text in PowerPoint it is recommended to consider the distance between the display and the student and use font size between 24 and 36 to increase legibility. This creates a problem because material used for a regular face-to-face class using font sizes larger than 24 might be larger than needed in Web-based modules. Grabinger and Amadeo (1988) also found that simplicity was described by designs with narrow text (45 characters). Based on this idea, in our study we expect to find designs with font size that averages 40-60 characters per line to be more appealing, simpler and exciting than designs with larger font sizes.

Purpose

The research literature, as reviewed above, suggests that several factors or aspects of design should be taken into consideration when designing Web screens. These factors include simplicity, visual attractiveness, organization, clarity, and excitement. Previous studies have measured these factors in screen displays, teletext, and TV environments. Our study measured these factors in a Web-based educational environment where multimedia such as audio, video were displayed simultaneously with figures and text on the computer screen. The purpose of this study was to conduct a controlled experimental study to evaluate and systematically measure perceived ratings for these factors based on different Web module design characteristics (information delivery modality, color of text and figures, and slide text font size). This study will provide empirical evidence to support the importance of appearance in design of WBDL environments and understand how guidelines in screen design and multimedia could be applied to the design of WBDL environments. In this paper, the following questions are addressed:

  1. What is the relationship between interface design features (color, font size and information delivery modality) and ratings for each factor?

  2. Does the principle of simplicity-complexity apply to WBDL modules? What is the relationship between number of fields in a screen and ratings of simplicity-complexity in a WBDL module?

Based on the literature review, we expect to find the following results:

  1. Modules with text modality and small font have a larger number of fields, and will therefore be perceived as more complex and generate lower simplicity ratings using magnitude estimation ratio scale.

  2. Modules with an average of 40-60 characters per line will be considered to be more appealing, clear and organized than designs with less number of characters per line.

Experimental Methods

Participants

Sixteen engineering students between the ages of 18-22 years participated voluntarily in the experiment (8 females and 8 males). All students were enrolled undergraduate students at the University of Michigan, College of Engineering, in Ann Arbor. Participants were paid $15 each for 1.5 hours of their time.

Web Modules

Thirty four images, simulating WBDL modules, were created using PowerPoint. These images were created with different information delivery modalities, color of text and figures in the course slides, and slide text font size. Two types of similar layouts were designed based on the information delivery modality variable. Information delivery modality corresponds to the use of video, audio only or transcription text of the course material, displayed on the left side of the screen. Figure 1 shows the general layout within a Web module and how the module layout changes with the different types of information delivery modality. In Figure 1, A indicates the area of the display with video and audio with player controls. C is the area with the table of contents for modules with video or audio, D corresponds to the area where transcription of course audio appears when there is no audio or video, and B is the location of the course slides or material, which are PowerPoint slides.

 

 

 

 

 

 
 
Figure 1. Basic structure of Web module screen layout.

Information delivery modality was represented in the Web module in one of three different ways: (1) a color picture and audio player controls simulating a course lecture with video and audio; (3) audio player controls to simulate modules with course audio only, or (3) a text transcription of the course audio. Figures 2 shows three examples of simulated Web modules used in the experiment with the three different information delivery modalities. All examples include standard headings and different slide content (right side of module) with either figures (Figure 2(a)) or text (Figure 2(b)-(c)). Course material was simulated using either slides with text or figures. In modules where slides with text was used, the text was organized in bullets, with the text either in all black fonts or with selected words in color or bold font. The words in color were not bold. Slides with figures were represented by a graph in either grayscale or color, using the same set of colors used for color text. Color used for the slides were, red (HEX code #0000CC), green (HEX code #000080), and blue (HEX code #3333FF). In modules with text on the slides, only one color was used per bullet if there were more than one highlighted word. Font size in bulleted text was either small (14-point), medium (16-point) or large (18-point) using a sans-serif Arial font.

A total of 34 original images (test stimuli) were designed using all combinations of design variables. The “modality*figure” combination (a 3x2 design) produced 6 different module combinations, and the “modality*text color*font size” combination (a 3x3x3 design) produced 27 modules. An additional benchmark image was created using audio modality and a slide with text in block format, no bullets, and left justified. As described below, the benchmark image was used solely as the baseline for generating subjective ratings on other images.

Experimental Procedure

The experiment was conducted in a well-lit (approximately 21 footcandles) laboratory. As shown in Figure 3, participants sat at a desk facing two 17-inch LCD monitors at 1024 x 768 pixel resolution. Power Point was used to display the simulated WBDL modules, one at a time in slide-show or full screen mode.

 
Figure 2. Examples of simulated Web-modules with different information delivery modalities: (a) text, (b) video, and (c) audio. All images include standard headings and sample slides (right side of module) with either figures (a) or text (b and c).

 

 

 

 
 
 
Figure 3. Location of computer screens with respect to participant.

Data was collected by manually recording verbal responses to standard questions about each image. Each participant was instructed avoid thinking too much about their responses, and to take into account the different types of information delivery modality (audio, video or text) while disregarding the content or topic of the slides. He or she was asked to compare each of the 34 simulated modules to the benchmark module on different perceptual factors. In this process the participants also compared the baseline to itself although the results for this rating were not included in the results. Their task was to rate each design using the method of ratio-scale magnitude estimation. At all times the benchmark image (baseline magnitude rating of 10) was presented to the left (Screen #1) of the test image (Screen #2). The set of questions asked participants the following: “The module on your left contains the same material as the module on your right and it represents a _____ (factor) rating of 10. How much more ­­­­_____ (adjective) is the Web module shown in the computer screen on the right?” Table 1 lists the different factors and corresponding adjectives used to complete the blanks for the set of questions. All simulated Web modules were rated on one factor at a time until all 34 modules were rated for each of the 5 factors. The order in which the factors were presented was randomized between participants.

Table 1
Factors used by participants to rate the simulated Web-modules

Factor

Adjective

Simplicity

Simple

Organization

Organized

Visual/aesthetical attractiveness

Aesthetically appealing

Excitement

Exciting/interesting

Clarity

Clear

Data Analysis Methods

A mixed model within-subject ANOVA was used to analyze the data. The nature of the experimental design allowed the data to be restructured into different models. The dependent measures were perceived ratings for the different factors (clarity, simplicity, organization, attractiveness and excitement), using ratio-scale magnitude estimation. The independent variables were slide content (figure and text), slide content color (black, color and bold), slide text font size (small, medium and large), and information presentation modality (audio only, video with audio, and text). Model 1 was designed to study the effects of modality, slide content color and size on modules with text on the slides only (3x3x3 design). Model 2 examined the effects of modality and slide content color on modules with figures on the slides (3x2 design). Model 3 was designed to study the effects of modality, and slide content color on modules with text and figures on the slides (called slide content variable) (3x2x2 design). In both models 2 and 3, the variable representing slide content color had only two levels as figures were only designed in grayscale or color, and the bold variable was eliminated. Also in these two models font size was not considered in the analysis. SAS 9.1 software was used as the data analysis tool.

To compare the measured simplicity ratings with the complexity of the design, Tullis (1983) measure of screen complexity was incorporated. This technique was originally used to measure text screens and we have adopted it for more complex displays with text and images. Measuring complexity involves the following three steps: (1) draw a rectangle around each field on the screen, including captions, data, title, etc. and count each one as a general field; (2) count the number of columns in which a field, inscribed by a rectangle, starts (horizontal fields); (3) count the number of rows in which a field, inscribed by a rectangle, starts (vertical fields). To compute the total number of fields the results of these three steps are added together. Figure 4 shows a simplified Web module (similar to the modules used in this experiment but with reduced number of lines with text) with the rectangles around each field.

In our study the navigation bar, the upper and lower banner by the slide area, and the audio player controls are considered “fields” as they are inscribed by rectangles. Based on the characteristics of Figure 4 there are 21 general fields, 18 horizontal fields and 5 vertical fields, for a total overall complexity value of 44.

Figure 4. Sample Web module with identified fields
(rectangles) used in complexity calculation

Results

The results of the within-subject ANOVAs for the different models and measured factors are shown in Tables 2 thru 7. As mentioned in the method section, model 1 represents the analysis for modules with text on slides, model 2 is for modules with figures on slides and model 3 corresponds to the analysis of modules with text or figures on the slides. Result tables show only the main effects of modality, color, size, and slide content (figures or text) as there were no significant 2-way interactions between the independent variables.

Perceived clarity

Analysis of the results for clarity ratings (Table 2) showed significant differences between information delivery modality, color and font size (only modules with text). To better understand which of these variables were different from each other a paired t-test using Bonferroni adjustment was used.

Table 1
ANOVA results for perceived clarity

Effect

Model 1

Model 2

Model 3

Num

DF

Den

DF

F

Value

Pr > F

Num

DF

Den

DF

F

value

Pr > F

Num

DF

Den

DF

F

value

Pr > F

Modality

2

30

40.73

<.0001

2

30

11.84

0.0002

2

30

10.70

0.0003

Color

2

30

19.17

<.0001

1

15

8.72

0.0099

1

15

11.74

0.0037

Slide

content

N/A

N/A

1

15

0.00

0.9493

Size

2

30

21.29

<.0001

N/a

For modules with text only (model 1) the three information presentation types (audio, video and text) were significantly different from each other, with video modality having higher clarity ratings. In modules where only figures were analyzed (model 2) or both text and figure modules were compared (model 3) on the perceived clarity ratings, modules with audio and video delivery modality were not significantly different from each other. On the other hand, video and audio modules were significantly different from text. Another important result was finding no significant difference in clarity ratings when comparing modules with text and figures. With respect to font size on modules with text only there was no significant difference between small and medium font size and black and bold text color.

Perceived organization

With respect to ratings of organization of the Web modules evaluated, all the modules showed significant differences in information delivery modality, color, size and slide content (Table 3). For the three models examined the three information delivery modalities were significantly different from each other according to the paired t-test using Bonferroni adjustment. In general video had higher ratings than audio, and audio had higher ratings than text delivery modality. Similar to the analysis of perceived clarity, in the ratings for perceived organization was no significant difference between small and medium font size and black and bold text color.

Table 2
ANOVA results for perceived organization

Effect

Model 1

Model 2

Model 3

Num

DF

Den

DF

F

value

Pr > F

Num

DF

Den

DF

F

value

Pr > F

Num

DF

Den

DF

F

value

Pr > F

Modality

2

30

49.21

<.0001

2

30

23.06

<.0001

2

30

28.48

<.0001

Color

2

30

14.11

<.0001

1

15

14.87

0.0016

1

15

21.20

0.0003

Slide content

N/A

N/A

1

15

9.68

0.0071

Size

2

30

45.83

<.0001

N/a


Perceived simplicity

The analysis of simplicity ratings (Table 4) showed significant differences in delivery modality across all the different models. For modules with only text on the slides there were significant differences in color and font size. The results for a paired t-test using Bonferroni adjustment showed that for modules with text only the three delivery modalities were significantly different from each other. For modules with figures only or modules that compared text and figure, simplicity ratings showed no difference between text and audio, and audio and video. The only delivery modalities that were considered to be significantly different from each other when analyzing modules with figures were those with text and video modality. With respect to color there was no significant difference in use of color on modules with figures only. This suggests that use of color does not make a figure complex or simpler, but might make it more organized and clear based on the results of other factors. Similar to clarity ratings, perceived simplicity ratings showed no significant difference in modules with text and figures (model 3) therefore these two variables in our study were considered to be equally clear and simple.

Table 3
ANOVA results for perceived simplicity

Effect

Model 1

Model 2

Model 3

Num

DF

Den

DF

F

value

Pr > F

Num DF

Den

DF

F

value

Pr > F

Num

DF

Den

DF

F

value

Pr > F

Modality

2

30

25.70

<.0001

2

30

4.77

0.0160

2

30

4.70

0.0168

Color

2

30

13.25

<.0001

1

15

2.29

0.1514

1

15

4.97

0.0415

Slide content

N/A

N/A

1

15

0.50

0.4906

Size

2

30

30.33

<.0001

N/a

As expected, simplicity calculations for the simulated WBDL modules in this experiment
(Table 5), show that as the number of fields increases the design is considered to have higher complexity (less simple). In our study, those modules, with an overall lower total number of fields (calculated) were the ones with higher (measured) simplicity ratings. Modules with video modality and figure in the slides had higher simplicity ratings as well as the lowest complexity calculations. Independent of the information delivery modality, the modules with the largest number of fields correspond to those with text in slides and font size 18, and these modules were given the lowest simplicity ratings. Complexity calculations based on Tullis’ (1983) guidelines does not takes into account color in the display as color has no effect on the size or spacing of the text. Between the calculated and measured values, on average the text only slides with large font had the lowest simplicity ratings and highest complexity calculations. With respect to modules with audio and video modalities, the results were inconclusive as calculations were similar to each other and for font size, the measured values were not different between small and medium size text.

Table 4
Measured and calculated values for simplicity based on the design variables


Information Delivery Modality

Slide Content

(text or figure)

Calculations (based on Tullis, 1983)

Mean Simplicity Measured Ratings

(0-100)

Fields

Vertical

Horizontal

Overall Total

Text

Small

46

11

39

96

15

Medium

49

11

40

100

14

Large

50

11

41

102

11

Figure

37

13

34

84

14

Audio

Small