Book of Odds is the world’s first reference on the odds of everyday life. It is a destination where people come to learn about the things that worry or excite them, to read engaging and thoughtful articles, and to participate in a community of users that share their interests and ambitions.

For over three years we have been building what we believe is the missing dictionary, one filled not with words, but with numbers – the odds of everyday life. It contains hundreds of thousands of Odds Statements, from the odds of being the only one to survive a plane crash, to the odds of having a heart attack, to the odds of having ever eaten cold pizza for breakfast. Book of Odds not only allows you to search for those odds that concern or interest you the most, but also to understand probability by comparing the odds of unfamiliar events to others you have personally experienced. Book of Odds was built for you, and we hope you’ll enjoy it.

Our Mission

As we set out to create Book of Odds in 2006 we defined our mission and have stuck to it. It has six parts that are not independent of each other, but buttress a shared purpose. Each supports the others and is in turn made possible by the others. Our hope is to achieve them all.

  1. Establish a respected new reference source. There are dictionaries, thesauruses, almanacs, encyclopedias, and search engines, to name a few. None is a reliable, objective and accessible source for information about the probabilities of everyday life. If we succeed in this mission we hope someday people will look at Book of Odds and say, “Of course, that had to be there. It must always have been there.” If we succeed we will be cited often as a reliable and trustworthy source.
  2. Increase the general understanding of probability. This is one of the fundamental concepts of our era. The idea that most of what we know is only probably so is both frightening and liberating, but mostly liberating. That we can think sensibly about how probable or improbable events are changes our worldview. We are free to think and feel in new and interesting ways. We stand at every moment poised and wondering: What comes next? From this vantage we can look at past events and consider what they tell us about future ones. And sometimes we will be the wiser for doing so.
  3. Increase the tolerance for uncertainty. How some of us yearn for certainty at any cost. It is understandable that to those who seek certainty it is a shock to learn that Newton’s laws or Einstein’s are merely theories. An apple may sometimes fall up. The theory of evolution is only probably true, not a dead certainty. How many people have been slaughtered because their very existence threatened the certainties of someone? Could an acceptance of the idea that all we know is at best only probably so make us more tolerant of each other? Could an embracing of that notion make us more joyous?
  4. Unleash the human capability to calibrate probability. By calibration we mean comparative learning, understanding the unfamiliar by relating it to the familiar. Some suppose that people cannot calibrate probability because it is numerical and has an abstract notation. Our mission is to prove this wrong. Tell someone the temperature outside and he or she knows how to dress. Aren’t 77˚ F or 25˚C abstract notations? Of course they are and yet people understand them because they have experienced these temperatures. Think about the astonishing facility people have with pricing. An absurdly high or low price is instantly recognized by almost everyone for any of thousands of items. Fashions change, products change, the relative buying power of the currency itself changes and yet people can do this easily over a lifetime of longing and consumption. If we provide people with enough Odds Statements about things they are familiar with and care about they will have the kind of information they need to calibrate. Do it with a simple and consistent notation and people will easily learn what the numbers mean to them.
  5. Help with tough decisions. We hope to help in many ways. We hope to be a source for people seeking information in general, or about a concern or impending decision they must make. All information is approximate and all applicability to one’s self is speculative. Still, we hope to give them many points of comparison to put such information in a personal context. We also hope to help those who provide expert judgments about probabilities, such as doctors and other professionals by giving them comparisons they may use to better explain the risks they are describing. We are most helpful, however, when we know our limits and stay within them. We don’t provide personal probabilities; this is what doctors or other professionals provide. What we can provide is a means of exploring what these personal probabilities mean to the individual person. Are they higher or lower than things I fear or don’t fear? How do they compare to the odds of things I know well?
  6. Endure. The creation and launching of Book of Odds as a reference source is an implicit commitment to keep it up. We have built a wonderful foundation. No Odds Statement is ever obsolete since it lives in large measure in relation to every other. Each new Odds Statement enriches all the others and so the continuing work is additive with no diminishing returns. We must refresh our data and our ideas continuously. We must expand our geographic and topical reach. To live up to these commitments we must be able to support ourselves financially. Our business model is well conceived to accomplish this. We must also stay up to date. Our commitment to personalized outputs for our users and semantic technology signals our aim to stay at the forefront of the Web. If we fulfill our mission we will do so for a long, long time.

Odds, Probability, and Chances

At Book of Odds we treat these terms as synonymous. Odds Statements are statements of probability. So, “The odds of…” should be interpreted mathematically as “The chances of…,” or “The probability of…,” or, the ratio of favorable outcomes to total outcomes. This is a subtle but important convention to be aware of when using the site. Its purpose is to be simple, accessible, and consistent with conversational English.

Traditionally, the term “odds” refers to the ratio of favorable to non-favorable outcomes. So, a gambler might say, “a horse that is expected to win 25% of the races it enters has 3 to 1 (3:1) odds against or 1 to 3 (1:3) odds to win.” This is a great tool for a bettor who is attempting to calculate the expected value of a gamble. However, this form is troublesome for ordinary people trying to understand complex statistics. “1 in 4” is easier to grasp in your mind’s eye than “3 to 1 against” – you can picture it, can’t you? It is also the way we humans think and speak when discussing uncertainty. To the mathematicians in our audience, please bear with us.

What Book of Odds isn’t

Book of Odds is not in the business of predicting the future. We are far too humble for that. At its core, Book of Odds is retrospective – the vast majority of our Odds Statements are based on past counts and surveys. We believe that by looking at the past we can come to a greater understanding of the world and what is forever an uncertain future. We hope you will keep this limitation in mind when exploring the site.

Book of Odds is not a substitute for expert advice – We do not provide personal probabilities. The odds we report apply to groups of people. Book of Odds can tell you what the odds of having a disease are for a population but not for you personally. For this, please consult your physician.

Though we may contain information about dice, cards, coins, and other games of chance, Book of Odds is not a gambling site. The only advice we can provide is that in the long-run the house always wins. Trust us.

Book of Odds is not a search-engine, decision-engine, knowledge-engine, or any other kind of engine…so please don’t compare us to Google™. We did consider the term “probability engine” for about 25 seconds, before coming to our senses.

Book of Odds is not infallible. Our researchers are extremely rigorous. Even so, we cannot possibly be perfect. We work with millions of data points and, given enough opportunities, even rare events will occur. If you find an error, please let us know and we will fix it as fast as we can.

Book of Odds is never finished. Every day new questions are asked that we cannot yet answer. That’s part of what makes this project so exciting – we are forever expanding. We hope you’ll get involved and contribute to Book of Odds.

Our Methodology

What do we mean when we talk about odds? When we say, “My doctor says the odds are one in ten that the test will be positive,” we’re expressing probability. In mathematical terms, statements like these put fractions into words. When we say, “the odds are one in ten,” think of a fraction, with the first, lower number as the numerator, or top number in the fraction, and the second, larger number, as the denominator, or bottom number. So, “one in ten” literally means one tenth, or a ten-percent chance. Each Odds Statement in Book of Odds expresses the probability that a specific occurrence will take place, given the number of situations in which that occurrence might take place. Since it is past experience which provides a basis for expecting what will take place, Odds Statements are based entirely on past counts.

Each statement in Book of Odds contains certain required components. Consider the example, “The odds a person will be injured by lightning in a year are 1 in 973,000 (US, 1995 – 2007).” First, we have to know what will happen, in this case, a lightning strike. Second, we have to know to whom it will happen—a person, any person. As we narrow that definition (a farmer, a golfer) the odds will change. Next, the statement tells us the parameters, or limitations, of the calculation. In this case, there are parameters of time (a single year) and of place (US) and information about the data span from over which the underlying data was collected (1995-2007). Any change to these parameters may change the odds. Some Odds Statements, such as those about the ideal fair coin toss coming up heads or tails, have no such parameters, and are considered true everywhere and any time because they are defined that way.

What Makes a Good Odds Statement?

First and foremost, we choose to include an Odds Statement for its interest and informational value. The ways the facts and figures available to us may be combined and expressed are effectively infinite. The mission of Book of Odds is to hunt through this vastness and assemble Odds Statements that are entertaining, useful, and relevant to people’s lives. They won’t all be relevant or interest to everyone, but every Odds Statement will be relevant or interesting to someone. We aim to present data and information objectively, and without bias, but acknowledge that these decisions about what to include are made by human beings. We are fallible. We have biases we are not aware of. We must work with the terms the data collectors choose to use. Our principles of selection, however, are not knowingly biased to support one position or another. When we address controversial subjects, we seek to maintain a neutral perspective, shedding light, but not heat, on politically charged issues.

Every Odds Statement in Book of Odds must measure up to some specific standards. Among the factors we consider are these:

  • Transparency – The process of arriving at a statement must be clear and the sources explicitly named, so that anyone could duplicate it using the same sources.
  • Clarity – Readers must be able to understand all Odds Statements without specialized technical or professional knowledge.
  • Upgradability – Book of Odds is a “living” document based on a database that continuously updates as new data become available and new insights enable us to improve the quality of Odds Statements.
  • Confidence – The best data in the world is still only approximate. We work to make each Odds Statement as accurate as we can through careful selection and evaluation of credible sources. When we create an Odds Statement we assess our confidence in it on a five-point scale, with a sixth rating for “speculative” odds, those which are assumption based.

Confidence and Sources

The confidence rating of our Odds Statements is rooted in the validity and credibility of the research material from which it is derived. The sources employed by Book of Odds are enormously diverse, but each is evaluated according to a strict set of standards. For all sources we ask: who collected information from whom, in what manner, and for what purpose.

For survey data and experimental trials, we evaluate the underlying hypothesis or research questions, study design, sample frame and size, and whether it accurately reflects the population under study, methodology of analysis, fairness of presentation of the data, explanations of variables and limitations, reproducibility of results, and quality of peer review. Further, we examine the sponsoring body and those executing the study, to be aware if they have a vision or mission or mandate that might influence its agenda. We don’t dismiss any source with a point of view out of hand but we are cautious.

We are aware that there is a considerable body of research literature related to surveys, trials, and experimental protocols, and supplement any observation by monitors and watchdog agencies with our own knowledge and judgment.

In addition, we seek independent external reviews of our sources, consulting book reviews, commentary and reviews in academic journals, and contacting relevant and appropriate specialists, including authors of related academic work, industry or research specialists, editors of and contributors to relevant journals, and any and all credible experts uncovered in our own investigations.

Calibration Values or Ranking Odds Statements

To facilitate search for the most interesting and useful Odds Statements we have developed algorithms to rate their calibration value, or the likelihood that they will be meaningful to a user. Traditional keyword relevance is augmented by several factors. One factor which will grow in importance as our traffic increases will be what our users tell us is most interesting and useful. As a foundation, however, we have created a judgment-based ranking provided by our researchers. They take into account how easily a person can relate to the Odds Statement because of its human perspective, or familiarity. They also take into account how broadly interesting or surprising the Odds Statement is.

We do it this way: We imagine a reference set of only 10,000 Odds Statements in a “book.” Only the most irresistible Odds Statements, the highest rated, would belong in this set. We then lower the bar to the general topic area, allowing a larger number into the set and then to the specific topic area, allowing an even larger number. This method has proved very useful and although it will be augmented by our users’ feedback it will always provide an element of our ranking scheme.

Tense Conventions

The invention of a reference work is really the invention of a set of conventions followed by their application with relentless consistency. The most subtle and important of our conventions relate to tenses. Odds Statements naming past dates or historical events such as wars are in the past tense, for example. Odds Statements describing an outer or inner state of being or using the predicate nominative use the present tense. Most Odds Statements use the future tense, however, despite being based on past counts. This practice has the advantage of placing our readers and users into the condition we experience at all times, that of being about to learn what the future holds. Our internal methods document explains it this way:

We assume in virtually all of our Odds Statements that we are viewing the events and actions to be described from the time before their count began. From this perspective what is in the sentence is what a perfectly prescient forecast would have yielded. This we term the “future implicative.” From this perspective, the sentence becomes lively. It invites the reader to imagine standing poised at the beginning of the reference period, wondering perhaps what will happen next.”

There are perhaps 20 such tense rules and as we encounter exceptions or extensions we modify them by case law, as it were. The practical benefit to our researchers is that they know how to choose the correct tense to use according to our conventions although almost any odds statement might be expressed in more than one. The practical benefit to our users is that they will quickly pick up an innate sense of how to understand the Odds Statements.

How We Use Odds Statements

Odds Statements may be seen as the atomic unit or building blocks of Book of Odds. They may be organized in many fascinating ways. Some of these include:

  • Calibration pairs – When an Odds Statement about something one has experienced helps to make sense of an Odds Statement about something one has not experienced.
  • Comparison pairs – Odds Statements which vary by one or more of the standard components.
  • Topical lists – Lists of Odds Statements based on theme.
  • Time series – The same Odds Statement shown changing over time.
  • Odds of Me – A list of Odds Statements a person has identified as applying to him- or herself.
  • Interesting Odds – A list of Odds Statements a person has identified as memorable, interesting, and likely to be personally calibrational.
  • Geographic distributions – A view of the Odds Statements allocated to a map.
  • Streams – A view of Odds Statements in probability order, making it possible to calibrate and discover amazing juxtapositions.
  • Odds Threads – A series of related Odds Statements, each contingent on the prior, which tells a story of the narrowing of the odds in a vivid visualization.

Caveat: Not for Calculating Personal Probabilities

Odds Statements are based on recorded past occurrences among a large group of people. They do not pretend to describe the specific risk to a particular individual, and as such cannot be used to make personal predictions. For example, if a person learns that there is a quantifiable probability of a cure for a specific disease, those statistics cannot take into account this person’s personal genetic disposition or medical history, unique environmental factors, the experience of the treating physician, the accuracy of tests performed, the development of new treatments, and so on. However, statements inBook of Odds can further ones understanding of risk by providing context and calibration.