Showing posts with label forecasting. Show all posts
Showing posts with label forecasting. Show all posts
Thursday, April 21, 2011
Thursday, September 9, 2010
Often Wrong, But Never in Doubt
Richard Thaler, New York Times, 8/22/10
"Businesses in nearly every industry were caught off guard by the Great Recession. Few leaders in business — or government, for that matter — seem to have even considered the possibility that an economic downturn of this magnitude could happen.
What was wrong with their thinking? These decision-makers may have been betrayed by a flaw that has been documented in hundreds of studies: overconfidence.
Most of us think that we are “better than average” in most things. We are also “miscalibrated,” meaning that our sense of the probability of events doesn’t line up with reality. When we say we are sure about a certain fact, for example, we may well be right only half the time."
This is a really interesting article about how bad we are at forecasting the future.
"...chief financial officers of major American corporations are not very good at forecasting the future. The authors’ investigation used a quarterly survey of C.F.O.’s that Duke has been running since 2001. Among other things, the C.F.O.’s were asked about their expectations for the return of the Standard & Poor’s 500-stock index for the next year — both their best guess and their 80 percent confidence limit. This means that in the example above, there would be a 10 percent chance that the return would be higher than the upper bound, and a 10 percent chance that it would be less than the lower one.
It turns out that C.F.O.’s, as a group, display terrible calibration. The actual market return over the next year fell between their 80 percent confidence limits only a third of the time, so these executives weren’t particularly good at forecasting the stock market. In fact, their predictions were negatively correlated with actual returns. For example, in the survey conducted on Feb. 26, 2009, the C.F.O.’s made their most pessimistic predictions, expecting a market return of just 2.0 percent, with a lower bound of minus 10.2 percent. In fact, the market soared 42.6 percent over the next year."
One of the interesting omissions of this article is that it never mentions the complexity of the future. It blames the failures on "mis-calibration" and "hubris".
Read the Article
"Businesses in nearly every industry were caught off guard by the Great Recession. Few leaders in business — or government, for that matter — seem to have even considered the possibility that an economic downturn of this magnitude could happen.
What was wrong with their thinking? These decision-makers may have been betrayed by a flaw that has been documented in hundreds of studies: overconfidence.
Most of us think that we are “better than average” in most things. We are also “miscalibrated,” meaning that our sense of the probability of events doesn’t line up with reality. When we say we are sure about a certain fact, for example, we may well be right only half the time."
This is a really interesting article about how bad we are at forecasting the future.
"...chief financial officers of major American corporations are not very good at forecasting the future. The authors’ investigation used a quarterly survey of C.F.O.’s that Duke has been running since 2001. Among other things, the C.F.O.’s were asked about their expectations for the return of the Standard & Poor’s 500-stock index for the next year — both their best guess and their 80 percent confidence limit. This means that in the example above, there would be a 10 percent chance that the return would be higher than the upper bound, and a 10 percent chance that it would be less than the lower one.
It turns out that C.F.O.’s, as a group, display terrible calibration. The actual market return over the next year fell between their 80 percent confidence limits only a third of the time, so these executives weren’t particularly good at forecasting the stock market. In fact, their predictions were negatively correlated with actual returns. For example, in the survey conducted on Feb. 26, 2009, the C.F.O.’s made their most pessimistic predictions, expecting a market return of just 2.0 percent, with a lower bound of minus 10.2 percent. In fact, the market soared 42.6 percent over the next year."
One of the interesting omissions of this article is that it never mentions the complexity of the future. It blames the failures on "mis-calibration" and "hubris".
Read the Article
Thursday, January 15, 2009
Technological Substitution in Publishing
Information technologies (hardware and software) are playing a key role in innovations in industry after industry. They diffuse through an industry by improving procedures, processes and products. The diffusion usually begins with incremental changes aimed at improving costs, or more broadly, efficiency. This is like a virus infecting a living cell, the informed or informatized (we don’t have good language to describe the result) is transformed into something new. Informed segments of the economy then multiply their effects on the industry radically changing it or destroying it.
The publication industry is one of the industries being so affected. Information technologies have found their way into the processes of printing books, their distribution, the way they are sold, and even the way we communicate about the books. Now information technology is altering the very nature of publications, especially in the textbooks and supplemental materials used in K-12 education. And, now the information technologies developed to aid social change and societal development have begun to impact the industry, threatening to destroy it.
This article summarizes the meta research done on the industry searching for data that indicates the nature and rate of substitution of information technologies into print. There are two overall conclusions from this study. First, that there are indications of the substitution going on in a number of areas. And, second, that we lack a coherent set of data on the industry that would enable us to make firm predictions.
Read report
The publication industry is one of the industries being so affected. Information technologies have found their way into the processes of printing books, their distribution, the way they are sold, and even the way we communicate about the books. Now information technology is altering the very nature of publications, especially in the textbooks and supplemental materials used in K-12 education. And, now the information technologies developed to aid social change and societal development have begun to impact the industry, threatening to destroy it.
This article summarizes the meta research done on the industry searching for data that indicates the nature and rate of substitution of information technologies into print. There are two overall conclusions from this study. First, that there are indications of the substitution going on in a number of areas. And, second, that we lack a coherent set of data on the industry that would enable us to make firm predictions.
Read report
Labels:
forecasting,
publishing,
substitution,
technology
Tuesday, December 23, 2008
Forecasting Technological Change
These slides are a five part seminar on technology forecasting.
Tuesday, April 8, 2008
The Past and Future of Marketing Research
A video describing the past and a potential future scenario for the development of marketing research. This was created as an experiment in the use of video tools available on the desktop to create a plausible scenario of the future for discussion.
Labels:
forecasting,
future,
marketing,
past,
research,
scenario,
technology
Saturday, December 1, 2007
Technological Substitution in Publishing
Information technologies (hardware and software) are playing a key role in innovations in industry after industry. They diffuse through an industry by improving procedures, processes and products. The diffusion usually begins with incremental changes aimed at improving costs, or more broadly, efficiency. This is like a virus infecting a living cell, the informed or informatized (we don’t have good language to describe the result) is transformed into something new.
Informed segments of the economy then multiply their effects on the industry radically changing it or destroying it. The publication industry is one of the industries being so affected. Information technologies have found their way into the processes of printing books, their distribution, the way they are sold, and even the way we communicate about the books. Now information technology is altering the very nature of publications, especially in the textbooks and supplemental materials used in K-12 education. And, now the information technologies developed to aid social change and societal development have begun to impact the industry, threatening to destroy it.
This article summarizes the meta research done on the industry searching for data that indicates the nature and rate of substitution of information technologies into print. There are two overall conclusions from this study. First, that there are indications of the substitution going on in a number of areas. And, second, that we lack a coherent set of data on the industry that would enable us to make firm predictions.
Informed segments of the economy then multiply their effects on the industry radically changing it or destroying it. The publication industry is one of the industries being so affected. Information technologies have found their way into the processes of printing books, their distribution, the way they are sold, and even the way we communicate about the books. Now information technology is altering the very nature of publications, especially in the textbooks and supplemental materials used in K-12 education. And, now the information technologies developed to aid social change and societal development have begun to impact the industry, threatening to destroy it.
This article summarizes the meta research done on the industry searching for data that indicates the nature and rate of substitution of information technologies into print. There are two overall conclusions from this study. First, that there are indications of the substitution going on in a number of areas. And, second, that we lack a coherent set of data on the industry that would enable us to make firm predictions.
Labels:
education,
forecasting,
publishing,
substitution,
technology
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