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Project Report. An investigation on data entry effectiveness & efficiency. Agenda. Introduction Experiment Design Experiment Platform Data Analysis Conclusion. Introduction . Developing fast and efficient means for text entry is one of the most pressing research topics in today! - PowerPoint PPT Presentation
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Project ReportAn investigation on data entry effectiveness & efficiency
AgendaIntroductionExperiment DesignExperiment PlatformData AnalysisConclusion
Introduction Developing fast and efficient means
for text entry is one of the most pressing research topics in today!
Although the QWERTY layout is entrenched for physical keyboards, soft keyboards are easy to implement and customize.
Objective To develop a statistically reliable
analysis of possible factors that may have influence on the input efficiency and error rateof the soft keyboard and give design guideline on this issue.
Response variablesAverage typing speedError rate
Cause–and-effect Diagram
Control variablesKeyboard layoutKey size Key shapeMouse C/R ratio
Keyboard layout
Other Control FactorsKey size Large: the size of keys on
standard physical keyboard Small: that of general
electronic dictionaries
Mouse C/R ratio High: the highest in the
tested computer. Low: adjusted one which is
the lower bound that one can bear
Key shape There are three
kinds of key shape generally, but we choose two of them for simplicity: circle and square, the rest is hexagon
Learning Curve for Novice
Experiment Design(1/3)Mixed Level Full Factorial Design
Repleicated on two testeesEach testee enters the same
paragraph of text with different combinations of control factors
Experiment Design(2/3)
Experiment Design(3/3)Block On Noise Variables
Data within each block is homogenous (exclude the potential influence of different users)
Enough DOF to Estimate InteractionsEliminate Learning Effect
Two replicates with different (randomly generated) execution sequence
Platform(1/4)Large-SmallHigh-LowFITALY-OPTI II-
METROPOLIS-QWERTY Square-Circle.
There are 16 different types of soft keyboard in all.
Platform(2/4)
FITALY OPTI II
METROPOLIS QWERTY
Platform(3/4)
Platform(4/4)Saved in CSV filesKey name, x-
coordinate, y-coordinate, the time when it is entered
Errors: number of “Backspace”
Discussion on Error RateErrors may not be noticed immediately.Sequence of the words or letters may
be changed, due to other reasons unrelated to the keyboard.
Click “Backspace” when ever testee notices error and count the number of “Backspace” clicked as error
AnalysisTools
DOE++Minitab
Two Kinds of ResponsesTimeError rate
PrincipleTreat different responses separatelyFind an integrative optimal solution
Response TimeData Analysis
Step 1: ANOVAThe main effect is
significant
Step 2: RegressionIgnore the 3 or
higher order effectsKeep the significant
items
Step 3:Probability PlotReliaSoft DOE++ - www.ReliaSoft.com
Normal Probability Plot of Effect
Alpha = .1Standardized Effect (T Value)
Prob
abilit
y
-6.000 6.000-3.600 -1.200 1.200 3.6001.000
5.000
10.000
50.000
99.000
B[1]
B[2]
B[2]CD
A:Size
B[3]Effect Probability
TimeY' = Y
Non-Significant EffectsSignificant EffectsDistribution Line
宁毅清华大学2008-6-810:26:49
Step 4: Eliminate Insignificant factors
Keep A, B1, B2, B3
Step 5: Residual Checking
Step 6: Interaction Matrix
ConclusionTime will be shorter when
factor size= 2(larger size)factor layout=1(qwerty), and then 4(FITALY),
2(metro), 3(OPTI)The factor shape and C/R ratio will not influence
the result if the response is time
Error RateData Analysis
Step 1: ANOVAThe main effect is
significant
Step 2: RegressionIgnore the 3 or higher
order effectsKeep the significant
items
Step 3: Probability Plot
Step 4: Eliminate Insignificant Factors
Keep B1, AB1, AB2, C
Step 5: Residual Checking
Step 6: Interaction Matrix
ConclusionIt is more reasonable to choose factor size=
2(larger size)Hence factor layout = 4(FITALY) will be chosen
when the size=2The factor C/R ratio=1(low) will be betterFactor shape has no effects
Final RecommendationLarger sizeFITALY layoutLow C/R ratioBoth shapes
Potential WeaknessLimited Sample Size
Both Young Female University Students
Familiar with QWERTYWithout Upper CaseLimited to English Text
Q&A
Thank you