working memory, anxiety, and e*trade mobile pro
TRANSCRIPT
-
7/30/2019 Working Memory, Anxiety, and E*TRADE MOBILE PRO
1/10
Running Head: WORKING MEMORY AND E*TRADE MOBILE PRO
Working Memory, Anxiety, and E*TRADE MOBILE PRO
Armen J. Chakmakjian
Bentley University
-
7/30/2019 Working Memory, Anxiety, and E*TRADE MOBILE PRO
2/10
WORKING MEMORY AND E*TRADE MOBILE PRO
Abstract
Trading investment vehicles such as stocks and bonds has moved from paper-based
research and voice over landline phone to the mobile smart device. This disintermediation of
information retrieval and transaction execution has created the ability for the average consumer to
act on their investments with increasing ease and speed. This paper studies the working memory
load that is required to act on the goals of an investor using the iPad application called E*TRADE
MOBILE PRO. This paper first describes working memory in relation to the other perceptual and
cognitive functions. Aspects of working memory such as the visual and phonological loops, as
well as the concept of the central executive and episodic buffer are touched upon. The research
then attempts to intuit the ease or difficulty that a novice investor encounters when using the iPad
application to perform research and to execute a trade. Each action is evaluated in the context of
working memory looking for areas where working memory capacity and emotional load would
exacerbate pre-existing anxiety or create it. The paper concludes that the application is powerful
but creates a high cognitive load on a novice investor and possibly exacerbates any anxiety they
may already have.
-
7/30/2019 Working Memory, Anxiety, and E*TRADE MOBILE PRO
3/10
WORKING MEMORY AND E*TRADE MOBILE PRO
Working Memory and E*TRADE MOBILE PRO
Trading investment vehicles such as stocks and bonds has moved from paper-based
research and voice over landline phone to the mobile smart device. This disintermediation of
information retrieval and transaction execution has created the ability for the average consumer to
act on their investments with increasing ease and speed. This paper studies the working memory
load that is required to act on the goals of an investor using the iPad application called E*TRADE
MOBILE PRO. In order to perform a complex set of actions such as trading equity shares based
on research, an investor relies on the perceptual and cognitive capabilities that have evolved in
humans. In particular, an investor uses working memory to make decisions and execute against
their goal of buying or selling shares. Applications such as the E*TRADE app present an
interesting cognitive and emotional load on an investor, especially to novice investors who are
presented with all the tools and information in one place.
This paper first describes working memory in relation to the other perceptual and
cognitive functions. Aspects of working memory such as the visual and phonological loops, as
well as the concept of the central executive and episodic buffer are touched upon. The research
then attempts to intuit the ease or difficulty for a novice investor presented with the iPad
application to perform research and to execute a trade. Each action is evaluated in the context of
working memory looking for areas where working memory capacity and emotional load would
exacerbate pre-existing anxiety or create it. The paper concludes that the application is powerful
but creates a high cognitive load on a novice investor and possibly exacerbates any anxiety they
may already have.
Working Memory
Baddeleys described his working memory model in 1974. In that model working
memory sits between sensory memory and long-term memory. Baddeley proposes a limited
capacity work space which has two components, storage and processing. (Baddeley & Hitch,
1974) Within that description Baddeley posits that there is also a visual sketchpad and a
phonological loop that interact through a central executive. (Baddeley, 2000) Neurological
research has shown the central executive function in action. When two tasks were attempted at
the same time, different parts of the brain (depending on task) were activated in order to help with
Figure 1: Baddeley's model of working memory (Baddeley, 2000)
-
7/30/2019 Working Memory, Anxiety, and E*TRADE MOBILE PRO
4/10
WORKING MEMORY AND E*TRADE MOBILE PRO
the processing whereas those same parts of the brain were not activated when only one task was
attempted. (DEsposito, Detre, Alsop, Shin et al., 1995) The fact that the brain activates other
parts of the brain as a part of load balancing means that the brain is somehow manipulating
limited resources. Research indicates that there is a trade-off between the amount of storage
required and the speed of processing and also shows that slow or error-prone processing tends to
use up resources otherwise available for tasks. (Baddeley & Hitch, 1986, Just & Carpenter, 1992)
Baddeley proposes that there is an episodic component to working memory that works
along with the visual and phonological and central executive. (Figure 1) It is described as a
limited-capacity cache that integrates information from various sources. The episodic buffer is
controlled by the central executive to exchange information in both directions with long-term
memory as a part of keeping track of the execution progress of plans against goals. (Baddeley,
2000, Conway, 2001) Mental models, also known as cognitive chunks, play a role in this episodic
processing. The episodic buffer is where cognitive chunks are formed or modified and can be
recalled into working memory later for attentive processing. (Jeffries, Lambon Ralph &
Baddeley, 2004, Rapp, 2005)
Working memory is constrained by the fact that it is a limited resource and not
everything perceived and processed is stored. Research has indicated that visual working memory
stores integrated objects, where both color and orientation are stored, in a limited fashion. This
research showed that up to 4 colors were stored for an object even if the object was more colorful.
(Luck & Vogel, 1997) Other research shows that children rely primarily on visual working
memory to process, but adolescents and adults seem to dual-encode visual and phonological
information, and in fact rely on phonological recall more. (Hitch, Woodin & Baker, 1989)
However, external issues may also hamper working memory functioning. A 2006 study
showed that anxiety selectively disrupts the visuospatial loop in particular, while leaving the
phonological loop untouched. (Shackman et al., 2006). The visuospatial loop is tied to math
ability and studies show that test performance, a specific use of working memory, is inhibited by
stereotype threat and math anxiety in general. (Ashcraft & Kirk, 2001, Schmader & Johns, 2003).
Research shows that financial decision-making puts a significant load on working memory and
specifically on prefrontal systems. Spinella, et al., show that the affect by any impairment in the
frontal lobes may subject the individual to impulsivity and poor judgment and in particular with
regards to purchasing and credit card debt. That impulsivity results anxiety and other health
problems in the decision-maker. (Spinella, Yang & Lester, 2004, 2007). Anxiety in turn can
constrain working memory by biasing the attentive response to an apparent source of a threat
(Luu, Tucker & Derryberry, 1998). It is not difficult to extrapolate that the purchase of a stock
may then be using the same brain circuitry, subject the decision to inherent impulsivity as well as
being affected by anxiety.
-
7/30/2019 Working Memory, Anxiety, and E*TRADE MOBILE PRO
5/10
WORKING MEMORY AND E*TRADE MOBILE PRO
E*TRADE MOBILE PRO, Anxiety and Working Memory
Figure 2 shows the entry point into the E*TRADE MOBILE PRO application for any
user. For the purposes of this discussion we will be looking at the application from the point of
view of a novice investor, with no frontal lobe impairment, who may be familiarizing themselves
with stock trading. This research does not speculate how the user invested prior to the use of this
application. The iPad application presents the user with rich visual perceptual information in the
form of colors and shapes. The users preattentive mechanism will begin to process the page by
grouping objects for processing priming later functioning with information that pops out. The
users attention may be drawn to the familiar television-like metaphor for CNBC streaming video
and a graph of some major investing indexes. From a working memory point of view, the user
may have one of two goals. They may either want to browse this screen to become familiar with
it or try an action. They may be drawn to the large blue selection indicator for the articles. At theedges of the visual field they will also see what appear to be occluded sections of information.
Assuming that they are familiar with swiping on an iPad, they will swipe right or left to expose
more information. While some of this data is potentially interesting, the user will process the
generic nature of the information presented and conclude that it is not specific to them. To some
extent this may be distracting if their goal is to get to their own information.
Search for Personal Information
The user will probably attempt want to authenticate their session at this point. They will
search the visual field for any indication that they can log in. At the bottom left they may notice akey, a familiar metaphor for unlocking something, and the words Log on. The combination of
text and the icon will create a powerful pair of inputs to working memory in the visual loop.
Research studies that even though this text is presented visually, familiarity with words uses both
the visual and phonological loops through the process of subvocalization in silent reading.
(Daneman & Newson, 1992). The icon and text pair takes advantage of both the visual/spatial
loop and phonological loop pairing words and icons.
Figure 2:ETRADE application on an iPad on initial invocation
-
7/30/2019 Working Memory, Anxiety, and E*TRADE MOBILE PRO
6/10
WORKING MEMORY AND E*TRADE MOBILE PRO
The user will authenticate using the username and password that they previously set up,
which they stored electronically (such as in an email) or written down, or just from memory.
Remembering this information or where they kept may cause some anxiety or not. When
successful they will be presented with what appears to be exactly the same screen. This may be a
bit disconcerting the user. With a quick scan the user will see that the key has now turned into a
lock and delayed quotes at the top changed to real time quotes. Along the bottom they see the
Accounts icon in the form of a folder. They may intuit at this point that this is where their
information is. Clicking on that icon moves things on the screen such that their portfolios and
accounts are visible including recent alerts.
Researching Financial Information
As Spinella, et al., point out, financial decision-making in healthy individuals brings with
it a cognitive load laced with the emotional results of reward and punishment. (Spinella, Yang &
Lester, 2004) That reward or punishment would be gain or loss based on an investment decision
whether executed or inhibited. At this point the user is looking at a listing of their account
information including their portfolio(s) and can see the overall value of their assets. For the
purposes of this discussion, it is assumed that a trade will have to be done with existing assets.
The user can see the overall gain for each portfolio and depending on the previous activity in this
account this screen can be filled with a significant amount of financial and mathematical
information to process, such as which portfolios have had the best or worst returns including
losses. This data will likely strobe any anxiety or euphoria based on the results of previous
actions.
If the user taps on a particular portfolio, the screen updates to show two new boxes in the
carousel at the top, one with the portfolio performance that day as well as a chart for one of the
stocks in the portfolio. This is rich visual data for an expert with the ability to consume it in large
spans or chunks. For a novice or anxious investor, the data on this screen can be overwhelming.
Kalyuga, et al., showed in their research that split-attention presentation of text and graphical data
requiring the user to relate what appears to be disparate information requires significant working
memory that may inhibit the learning process by reducing available working memory for schema
acquisition. (Kalyuga, Chandler & Sweller, 1999). In other words, the novice investor is dealing
with lots of data in small chunks that can create a high cognitive load. The user can flick the
carousel right and left and find cells for each of the investments in that portfolio as well as charts
and news tickers for markets that day. Assuming they have an investment that they need to sell in
order to have funds to buy a different investment they have in mind, they might fathom to do
research. The presented information is somewhat limited. However at the bottom of the screen
there is a research icon next to the accounts icon. The affordance is a chart, which could mean
more charts, or other information.
-
7/30/2019 Working Memory, Anxiety, and E*TRADE MOBILE PRO
7/10
WORKING MEMORY AND E*TRADE MOBILE PRO
Assuming for a moment that the user has zeroed in on the data that convinces them that
they should sell a stock that has done well for them, they might want to investigate a stock that
they do not own but for which they have some previous information from. They must now figure
out how to get information about that hunch or stock tip that validates or disproves it. The
ETRADE program doesnt provide a search function for information on a stock, but it does
provide a Get Quotes box at the bottom. The user will type in a stock name or ticker in that cell
and the screen will update the upper and lower carousels to present information about that stock.
At the top left, a graph of the stocks performance, at the top right, immediate stock data such as
recent bid/ask prices, 52 week high and lows, and the current price. The lower carousel has news
stories relevant to that stock. Again this is a lot of rich information to consume and process along
the whole perceptual and cognitive systems.
Possible Confirmation Bias
To some extent, because the user is dealing with an emotional topic such as a financial
transaction, they may also be subject to confirmation bias. In this particular case, the amount of
cognitive load, combined with any existing anxiety, may cause a user to make a decision based on
the data provided that confirms their hunch or the tip they were provided. One research study
shows that selective exposure to information that is presented in a sequential fashion may lead to
confirmation bias. (Jonas, Schulz-Hardt, Frey & Thelen, 2001) It can be extrapolated that in this
case the possible overload of information in ETRADE in concert with a set of articles that is
walked through sequentially might lead to a novice customer to confirm their hunch, short-
circuiting any metacognitive checking that might be brought to bear on the decision.
Executing Transactions
At this point the user has confirmed that they should trade one stock for another. In both
the sell and buy scenarios, tapping the Trading icon at the bottom of the page starts the
transaction. An overlay appears (See figure 3) which allows them to pick an order type, a stock
and several other parameters. As soon as the stock ticker symbol is typed in, the screen is updated
Figure 3: Order and Preview Overlays
-
7/30/2019 Working Memory, Anxiety, and E*TRADE MOBILE PRO
8/10
WORKING MEMORY AND E*TRADE MOBILE PRO
with a real time quote. Once the parameters of a transaction are entered, a green button
encourages the user to preview the transaction. On the preview screen, the user is allowed to
review the data and then possibly edit it. The researcher in this case did not execute the
transaction to buy one share of GM, but in all likelihood a similar pop-up would appear which
would confirm the order and let the user know if the order had been executed yet.
Buying and selling of equities uses the same set of affordances and is part of the same
flow. Within seconds of making the decision to execute the transaction the user would be able to
both buy and sell stocks. Of all the information presented thus far, this seemed to be the most
logical, learnable and somewhat free of confusion and load.
Summary and Conclusion
This paper first described working memory in relation to the other perceptual and
cognitive functions. It briefly touched on aspects of working memory such as the visual and
phonological loops, the central executive and the newer concept of episodic buffer. The research
then turned to the specific example of a novice investor presented with the ETRADE iPad
application and how they would perform research and then execute a trade. The conclusions
presented were that this application would create a great amount of cognitive load for the user
based on its design and the information provided. Exacerbating this would be any intrinsic
anxiety that accompanies financial transactions for a novice investor. Finally the paper concluded
that the least cognitive load and anxiety provoking part of the design application was executing
the transaction itself.
-
7/30/2019 Working Memory, Anxiety, and E*TRADE MOBILE PRO
9/10
WORKING MEMORY AND E*TRADE MOBILE PRO
References
Ashcraft, M. H., & Kirk, E. P. (2001). The relationships among working memory, math
anxiety, and performance.Journal of Experimental Psychology: General, 130(2), 224.
Baddeley, A. D., & Hitch, G. J. (1974). Working memory.
Baddeley, A. D., & Hitch, G. (1986).
Baddeley, A. (2000). The episodic buffer: a new component of working memory. Trends
in Cognitive Sciences, 4, 417-423
Conway, M. A. (2001). Sensoryperceptual episodic memory and its context:
Autobiographical memory. Philosophical Transactions of the Royal Society of London. Series B:
Biological Sciences, 356(1413), 1375-1384.
Daneman, M., & Newson, M. (1992). Assessing the importance of subvocalization
during normal silent reading.Reading and Writing, 4(1), 55-77.
D Esposito, Mark, Detre, J. A., Alsop, D. C., Shin, R. K., & al, e. (1995). The neural
basis of the central executive system of working memory. Nature, 378(6554), 279-81.
Hitch, G. J., Woodin, M. E., & Baker, S. (1989). Visual and phonological components of
working memory in children.Memory & Cognition, 17(2), 175-185.
Jefferies, E., Lambon Ralph, M. A., & Baddeley, A. D. (2004). Automatic and controlled
processing in sentence recall: The role of long-term and working memory.Journal of memory
and language, 51(4), 623-643.
Jonas, E., Schulz-Hardt, S., Frey, D., & Thelen, N. (2001). Confirmation bias in
sequential information search after preliminary decisions: an expansion of dissonance theoretical
research on selective exposure to information.Journal of Personality and Social
Psychology, 80(4), 557.
Just, M. A., & Carpenter, P. A. (1980). A theory of reading: From eye fixations to
comprehension. Psychological Review, 87(4), 329-354. doi:10.1037/0033-295X.87.4.329
Kalyuga, S., Chandler, P., & Sweller, J. (1999). Managing split-attention and redundancy
in multimedia instruction.Applied cognitive psychology, 13(4), 351-371.
Luck, S. J., & Vogel, E. K. (1997). The capacity of visual working memory for features
and conjunctions. Nature, 390(6657), 279-81. doi:http://dx.doi.org/10.1038/36846
Luu, P., Tucker, D. M., & Derryberry, D. (1998). Anxiety and the Motivational Basis of
Working Memory. Cognitive Therapy & Research, 22(6), 577.
Rapp, D. (2005). Mental models: Theoretical issues for visualizations in science
education. Visualization in science education, 43-60.
Schmader, T., & Johns, M. (2003). Converging evidence that stereotype threat reduces
working memory capacity.Journal of personality and social psychology, 85(3), 440.
Shackman, A. J., Sarinopoulos, I., Maxwell, J. S., Pizzagalli, D. A., Lavric, A., &
http://dx.doi.org/10.1038/36846http://dx.doi.org/10.1038/36846http://dx.doi.org/10.1038/36846http://dx.doi.org/10.1038/36846 -
7/30/2019 Working Memory, Anxiety, and E*TRADE MOBILE PRO
10/10
WORKING MEMORY AND E*TRADE MOBILE PRO
Davidson, R. J. (2006). Anxiety selectively disrupts visuospatial working memory.Emotion, 6(1),
40.
Spinella, M., Bijou, Y., & Lester, D. (2004). PREFRONTAL SYSTEM
DYSFUNCTION AND CREDIT CARD DEBT.International Journal Of Neuroscience, 114(10),
1323-1332. doi:10.1080/00207450490476011
Spinella, M., Yang, B., & Lester, D. (2007). Prefrontal systems in financial processing.
Journal of Socio-Economics, 36(3), 480-489.