Quotes & Sayings About Data And Knowledge

The customer only knows what she thinks she wants based on her experience with the current product. The innovator can take into account everything that's possible, but often must go against what she knows to be true. As a result, innovation requires a combination of knowledge, skill, and courage. Sometimes only the founder has the courage to ignore the data; — Ben Horowitz

It is crucial to understand the difference between knowledge, which are facts and data, wisdom, which is your ability to judge and determine which aspects of your knowledge are applicable and useful to your life, and insight, which is the deepest level of knowing based on experience, and the most meaningful to your life and success. — Farshad Asl

Librarians wield unfathomable power. With a flip of the wrist they can hide your dissertation behind piles of old Field and Stream magazines. They can find data for your term paper that you never knew existed. They may even point you toward new and appropriate subject headings. Their knowledge extends beyond mere categories. They cannot be confined to disciplines. Librarians are all-knowing and all-seeing. They bring order to chaos. They bring wisdom and culture to the masses. They preserve every aspect of human knowledge. Librarians rule... — Erica Olsen

As long as research data is stored as tacit knowledge in people's minds or buried in interview transcripts, teams will experience difficulty synthesizing what has been observed and learned. — Bella Martin

With billions of years, who knows what science might make possible? Why, it might even make it possible for an intelligence, or data patterns representing it, to survive a big crunch and exist again in the next cycle of creation. Such an entity might even have science sufficient to allow it to influence the parameters for the next cycle, creating a designer universe into which that entity itself will be reborn already armed with billions of years worth of knowledge and wisdom. — Robert J. Sawyer

One of the most significant aspects of our current situation, it should be noted, is the "crisis of meaning." Perspectives on life and the world, often of a scientific temper, have so proliferated that we face an increasing fragmentation of knowledge. This makes the search for meaning difficult and often fruitless. Indeed, still more dramatically, in this maelstrom of data and facts in which we live and which seem to comprise the very fabric of life, many people wonder whether it still makes sense to ask about meaning. The array of theories which vie to give an answer, and the different ways of viewing and of interpreting the world of human life, serve only to aggravate this radical doubt, which can easily lead to skepticism, indifference or to various forms of nihilism. — Pope John Paul II

stupidity: a process, not a state. A human being takes in far more information than he or she can put out. "Stupidity" is a process or strategy by which a human, in response to social denigration of the information she or he puts out, commits him or herself to taking in no more information than she or he can put out. (Not to be confused with ignorance, or lack of data.) Since such a situation is impossible to achieve because of the nature of mind/perception itself in its relation to the functioning body, a continuing downward spiral of functionality and/or informative dissemination results,' and he understood why! 'The process, however, can be reversed,' the voice continued, 'at any time. — Samuel R. Delany

... every mind is shaped by its own experiences and memories and knowledge, and what makes it unique is the grand total and extremely personal nature of the collection of all the data that have made it what it is. Each person possesses a mind with powers that are, whether great or small, always unique, powers that belong to them alone. This renders them capable of carrying out a feat, whether grandiose or banal, that only they could have carried out. — Cesar Aira

You take the noise and put it in data information knowledge, and you get insight from that knowledge. How to execute the trade, the timing, sizing, long, short, and then you risk manage it. — Michael Hintze

Assessment can be either formal and/or informal measures that gather information. In education, meaningful assessment is data that guides and informs the teacher and/or stakeholders of students' abilities, strategies, performance, content knowledge, feelings and/or attitudes. Information obtained is used to make educational judgements or evaluative statements. Most useful assessment is data which is used to adjust curriculum in order to benefit the students. Assessment should be used to inform instruction. Diagnosis and assessment should document literacy in real-world contexts using data as performance indicators of students' growth and development. — Dan Greathouse & Kathleen Donalson

Signals always point to something. In this sense, a signal is not a thing but a relationship. Data becomes useful knowledge of something that matters when it builds a bridge between a question and an answer. This connection is the signal. — Stephen Few

The world is producing more and more data, ever faster and faster. Yet, as the New York Times has noted, "Data is merely the raw material of knowledge."3* Statistics is the most powerful tool we have for using information to some meaningful end, — Charles Wheelan

Measurement has too often been the leitmotif of many investigations rather than the experimental examination of hypotheses. Mounds of data are collected, which are statistically decorous and methodologically unimpeachable, but conclusions are often trivial and rarely useful in decision making. This results from an overly rigorous control of an insignificant variable and a widespread deficiency in the framing of pertinent questions. Investigators seem to have settled for what is measurable instead of measuring what they would really like to know. — Edmund Pellegrino

It is vital to remember that information
in the sense of raw data
is not knowledge, that knowledge is not wisdom, and that wisdom is not foresight. But information is the first essential step to all of these. — Arthur C. Clarke

But the history of science - by far the most successful claim to knowledge accessible to humans - teaches that the most we can hope for is successive improvement in our understanding, learning from our mistakes, an asymptotic approach to the Universe, but with the proviso that absolute certainty will always elude us. We will always be mired in error. The most each generation can hope for is to reduce the error bars a little, and to add to the body of data to which error bars apply. The error bar is a pervasive, visible self-assessment of the reliability of our knowledge. — Carl Sagan

Yet the paradox is that scientific methodology is the product of human hands and thus cannot reach some permanent truth. We build scientific theories to organize and manipulate the world, to reduce phenomena into manageable units. Science is based on reproducibility and manufactured objectivity. As strong as that makes its ability to generate claims about matter and energy, it also makes scientific knowledge inapplicable to the existential, visceral nature of human life, which is unique and subjective and unpredictable. Science may provide the most useful way to organize empirical, reproducible data, but its power to do so is predicated on its inability to grasp the most central aspects of human life: hope, fear, love, hate, beauty, envy, honor, weakness, striving, suffering, virtue. Between — Paul Kalanithi

Hildebrand, too, challenged the ideals of scientific naturalism by an appeal to the psychology of perception: if we attempt to analyze our mental images to discover their primary constituents, we will find them composed of sense data derived from vision and from memories of touch and movement. A sphere, for instance, appears to the eye as a flat disk; it is touch which informs us of the properties of space and form. Any attempt on the part of the artist to eliminate this knowledge is futile, for without it he would not perceive the world at all. His task is, on the contrary, to compensate for the absence of movement in his work by clarifying his image and thus conveying not only visual sensations but also those memories of touch which enable us to reconstitute the three-dimensional form in our minds. — E.H. Gombrich

Students using astrophysical textbooks remain essentially ignorant of even the existence of plasma concepts, despite the fact that some of them have been known for half a century. The conclusion is that astrophysics is too important to be left in the hands of astrophysicists who have gotten their main knowledge from these textbooks. Earthbound and space telescope data must be treated by scientists who are familiar with laboratory and magnetospheric physics and circuit theory, and of course with modern plasma theory. — Hannes Alfven

At the end of a life spent in the pursuit of knowledge Faust has to confess:
"I now see that we can nothing know."
That is the answer to a sum, it is the outcome of a long experience. But as Kierkegaard observed, it is quite a different thing when a freshman comes up to the university and uses the same sentiment to justify his indolence. As the answer to a sum it is perfectly true, but as the initial data it is a piece of self-deception. For acquired knowledge cannot be divorced from the existence in which it is acquired. The only man who has the right to say that he is justified by grace alone is the man who has left all to follow Christ. Such a man knows that the call to discipleship is a gift of grace, and that the call is inseparable from the grace. But those who try to use this grace as a dispensation from following Christ are simply deceiving themselves. — Dietrich Bonhoeffer

The Scientific Revolution proposed a very different formula for knowledge: Knowledge = Empirical Data x Mathematics. If we want to know the answer to some question, we need to gather relevant empirical data, and then use mathematical tools to analyse the data. For — Yuval Noah Harari

The study of theology, as it stands in Christian churches, is the study of nothing; it is founded on nothing; it rests on no principles; it proceeds by no authorities; it has no data; it can demonstrate nothing; and it admits of no conclusion. Not anything can be studied as a science, without our being in possession of the principles upon which it is founded; and as this is the case with Christian theology, it is therefore the study of nothing. — Thomas Paine

In every branch of knowledge the progress is proportional to the amount of facts on which to build, and therefore to the facility of obtaining data. — James Clerk Maxwell

The term "informatics" was first defined by Saul Gorn of University of Pennsylvania in 1983 (Gorn, 1983) as computer science plus information science used in conjunction with the name of a discipline such as business administration or biology. It denotes an application of computer science and information science to the management and processing of data, information and knowledge in the named discipline. — Saul Gorn

Knowledge [...] no longer consists in a manipulation of man and nature as opposite forces, nor in the reduction of data to mere statistical order, but is a means of liberating mankind from the destructive power of fear, pointing the way toward the goal of the rehabilitation of the human will and the rebirth of faith and confidence in the human person. — Ruth Nanda Anshen

This is the paradox of historical knowledge. Knowledge that does not change behaviour is useless. But knowledge that changes behaviour loses its relevance. The more data we have and the better we understand history, the faster history alters its course, and the faster our knowledge becomes outdated. — Yuval Noah Harari

Knowledge signifies things known. Where there are no things known, there is no knowledge. Where there are no things to be known, there can be no knowledge. We have observed that every science, that is, every branch of knowledge, is compounded of certain facts, of which our sensations furnish the evidence. Where no such evidence is supplied, we are without data; we are without first premises; and when, without these, we attempt to build up a science, we do as those who raise edifices without foundations. And what do such builders construct? Castles in the air. — Frances Wright

Your powers are what you always have with you. It's one piece of knowledge we all share here. No matter how many dossiers the government keeps on you, no matter what data your enemies have collected, no one knows your powers the way you do. Everyone has seen them on TV. For everyone else, it's a momentary fantasy. They don't have to take them into the kitchen, the bathroom, and the bedroom. Or wake up in the night in flames, or sweep up shattered glass in their apartment, or show up late for work with a black eye. No one else knows where they itch or bruise you, or has tried the things you've tried with them when you were bored or desperate. No one else falls asleep with them and finds them still there in the morning, a dream that won't disperse upon waking. — Austin Grossman

The answer to information asymmetry is not always the provision of more information, especially when most of this 'information' is simply noise, or boilerplate (standardised documentation bolted on to every report). Companies justifiably complain about the ever-increasing volume of data they are required to produce, while users of accounting find less and less of relevance in them. The notion that all investors have, or could have, identical access to corporate data is a fantasy, but the attempt to make it a reality generates a raft of regulation which inhibits engagement between companies and their investors and impedes the collection of substantive information that is helpful in assessing the fundamental value of securities. In the terms popularised by the American computer scientist Clifford Stoll, 'data is not information, information is not knowledge, knowledge is not understanding, understanding is not wisdom'.9 In — John Kay

If anthropological data suggests something short of the ideal, that is not because nothing is universal, but because two universals are in conflict: universal moral knowledge and universal desire to evade it. The first one we owe to our creation. The second we owe to our fall. — J. Budziszewski

Michael applied himself better than I did at school. His thirst for knowledge was far greater than any of the rest of us. He was that curious kid who asked, 'Why? Why? Why?' and he listened to and logged every detail. I'm sure his head had an in-built recording chip for data, facts, figures, lyrics and dance moves. — Jermaine Jackson

The library, with its Daedalian labyrinth, mysterious hush, and faintly ominous aroma of knowledge, has been replaced by the computer's cheap glow, pesky chirp, and data spillage. — P. J. O'Rourke

The idea behind the meta-induction is that all of our theories are fundamentally provisional and quite possibly wrong, if we can add that idea to our cognitive toolkit, we will be better able to listen with curiosity and empathy to those whose theories contradict our own. We will be better able to pay attention to counterevidence - those anomalous bits of data that make our picture of the world a little weirder, more mysterious, less clean, less done. And we will be able to hold our own beliefs a bit more humbly, in the knowledge that better ideas are almost certainly on the way. — Kathryn Schulz

Information is not synonymous with knowledge. Information is only data, parts of the whole. Knowledge has a moral imperative to enhance intellectual and spiritual unity. — Ruth Nanda Anshen

Well, when it became obvious that magic was going to wreck the computer networks, people tried to preserve portions of the Internet. They took snapshots of their servers and sent the data to a central database at the Library of Congress. The project became known as the Library of Alexandria, because in ancient times Alexandria's library was said to contain all the human knowledge, before some jackass burned it to the ground. — Ilona Andrews

Real data is messy ... It's all very noisy out there. Very hard to spot the tune. Like a piano in the next room, it's playing your song, but unfortunately it's out of whack, some of the strings are missing, and the pianist is tone deaf and drunk- I mean, the noise! Impossible! — Tom Stoppard

The umbrella assertion made by Team B - and the most inflammatory - was that the previous National Intelligence Estimates "substantially misperceived the motivations behind Soviet strategic programs, and thereby tended consistently to underestimate their intensity, scope, and implicit threat." Soviet military leaders weren't simply trying to defend their territory and their people; they were readying a First Strike option, and the US intelligence community had missed it. What led to this "grave and dangerous flaw" in threat assessment, according to Team B, was an overreliance on hard technical facts, and a lamentable tendency to downplay "the large body of soft data." This "soft" data, the ideological leader of Team B, Richard Pipes, would later say, included "his deep knowledge of the Russian soul. — Rachel Maddow

Since the first satellites had been orbited, almost fifty years earlier, trillions and quadrillions of pulses of information had been pouring down from space, to be stored against the day when they might contribute to the advance of knowledge. Only a minute fraction of all this raw material would ever be processed; but there was no way of telling what observation some scientist might wish to consult, ten, or fifty, or a hundred years from now. So everything had to be kept on file, stacked in endless airconditioned galleries, triplicated at the [data] centers against the possibility of accidental loss. It was part of the real treasure of mankind, more valuable than all the gold locked uselessly away in bank vaults. — Arthur C. Clarke

The discovery of America was the foundational event of the Scientific Revolution. It not only taught Europeans to favour present observations over past traditions, but the desire to conquer America also obliged Europeans to search for new knowledge at breakneck speed. If they really wanted to control the vast new territories, they had to gather enormous amounts of new data about the geography, climate, flora, fauna, languages, cultures and history of the new continent. Christian Scriptures, old geography books and ancient oral traditions were of little help. — Yuval Noah Harari

Information anxiety is the black hole between data and knowledge, and it happens when information doesn't tell us what we want or need to know. — Richard Saul Wurman

Unfortunately, it's true: time does heal. It will do so whether you like it or not, and there's nothing anyone can do about it. If you're not careful, time will take away everything that ever hurt you, everything you have ever lost, and replace it with knowledge. Time is a machine: it will convert your pain into experience. Raw data will be compiled, will be translated into a more comprehensible language. The individual events of your life will be transmuted into another substance called memory and in the mechanism something will be lost and you will never be able to reverse it, you will never again have the original moment back in its uncategorized, preprocessed state. It will force you to move on and you will not have a choice in the matter. — Charles Yu

Making good judgments when one has complete data, facts, and knowledge is not leadership - it's bookkeeping — Dee Hock

What we're experiencing is, in a metaphorical sense, a reversal of the early trajectory of civilization: we are evolving from being cultivators of personal knowledge to being hunters and gatherers in the electronic data forest. — Nicholas Carr

Must recognize that greater knowledge about Islam is not enough to alter people's perceptions of Muslims. Minds are not changed merely through acquiring data or information (if that were the case it would take no effort to convince Americans that Obama is, in fact, a Christian). Rather, it is solely through the slow and steady building of personal relationships that one discovers the fundamental truth that all people everywhere have the same dreams and aspirations, that all people struggle with the same fears and anxieties. Of course, such a process takes time. It may take another generation or so for this era of anti-Muslim frenzy to be looked back upon with the same shame and derision with which the current generation views the anti-Catholic and anti-Jewish hysterics of the past. But that day will no doubt come. Perhaps then we will recognize the intimate connections that bind us all together beyond any cultural, ethnic, or religious affiliations. Inshallah. God willing. — Reza Aslan

At this point, godless materialists might be cheering. If humans evolved strictly by mutation and natural selection, who needs God to explain us? To this, I reply: I do. The comparison of chimp and human sequences, interesting as it is, does not tell us what it means to be human. In my views, DNA sequence alone, even if accompanied by a vast trove of data on biological function, will never explain certain special human attributes, such as the knowledge of the Moral Law and the universal search for God. Freeing God from the burden of special acts of creation does not remove Him as the source of the things that make humanity special, and of the universe itself. It merely shows us something of how He operates. — Francis S. Collins

Data is the fabric of the modern world: just like we walk down pavements, so we trace routes through data, and build knowledge and products out of it. — Ben Goldacre

The mechanist is intimately convinced that a precise knowledge of the chemical constitution, structure, and properties of the various organelles of a cell will solve biological problems. This will come in a few centuries. For the time being, the biologist has to face such concepts as orienting forces or morphogenetic fields. Owing to the scarcity of chemical data and to the complexity of life, and despite the progresses of biochemistry, the biologist is still threatened with vertigo. — Andre Michel Lwoff

All knowledge that is about human society, and not about the natural world, is historical knowledge, and therefore rests upon judgment and interpretation. This is not to say that facts or data are nonexistent, but that facts get their importance from what is made of them in interpretation ... for interpretations depend very much on who the interpreter is, who he or she is addressing, what his or her purpose is, at what historical moment the interpretation takes place. — Edward W. Said

Such is the strange situation in which modern philosophy finds itself. No former age was ever in such a favourable position with regard to the sources of our knowledge of human nature. Psychology, ethnology, anthropology, and history have amassed an astoundingly rich and constantly increasing body of facts. Our technical instruments for observation and experimentation have been immensely improved, and our analyses have become sharper and more penetrating.
We appear, nonetheless, not yet to have found a method for the mastery and organization of this material. When compared with our own abundance the past may seem very poor. But our wealth of facts is not necessarily a wealth of thoughts. Unless we succeed in finding a clue of Ariadne to lead us out of this labyrinth, we can have no real insight into the general character of human culture; we shall remain lost in a mass of disconnected and disintegrated data which seem to lack all conceptual unity. — Ernst Cassirer

When a difficult or worrying decision has to be reached, as soon as all the data are available give the matter your best thought and make your decision; having made the decision, do not revise it unless some new fact comes to your knowledge. Nothing is so exhausting as indecision, and nothing is so futile. A — Bertrand Russell

Ever since Sir Isaac Newton's times, scientists have worked in the same sort of way: They show a great respect for experiment and observation, They don't cherry pick data, They take a skeptical approach to what they do. And then scientists work together to get a consensus as to what should be believed And that generates very reliable knowledge and that reliable knowledge drives innovation — Paul Nurse

What occurs as you age is an accumulation of information, data, knowledge, and what I'm going to call the matrix of the mind. There's just a rich, textured, field of information and impressions that have been all networked by the brain. — George Carlin

There are species on this planet we've never seen. They live in lands and seas that no human has ever explored, and they are struggling to survive in a world unknown to us...We destroy their homes. And then they are gone, before we even have a chance to meet them.
Every species on this planet tells a story, an evolutionary novel packed with generations upon generations of knowledge. Letting those species disappear is like setting fire to every library on earth...the key to understanding life itself- is right here: millions of years of trial and error, data we can never even hope to accrue on our own...The only way we will ever learn what animals have to teach us about ourselves- about life- is if we keep them around. — Christie Wilcox

The acquisition of knowledge from books provides an experience different from the Internet. Reading is relatively time-consuming; to ease the process, style is important. Because it is not possible to read all books on a given subject, much less the totality of books, or to organize easily everything one has read, learning from books places a premium on conceptual thinking - the ability to recognize comparable data and events and project patterns into the future. And style propels the reader into a relationship with the author, or with the subject matter, by fusing substance and aesthetics. — Henry Kissinger

Now that knowledge is taking the place of capital as the driving force in organizations worldwide, it is all too easy to confuse data with knowledge and information technology with information. — Peter Drucker

Imagine the kind of quantum leap that human culture would undertake if we were all suddenly given a direct link to the knowledge and experience of everyone else on the planet - if, when we made a decision, we were drawing from not just our own limited experience and expertise but from that of billions of other people. Big data has enabled this quantum leap for the cognitive development of robots. — Alec J. Ross

Through persistent, effective, and diligent work, a person can accumulate knowledge in the form of facts, data, information, and experience. Intelligence, however, can only be gained through obedience. Thus, knowledge is a prerequisite to and foundation for true spiritual intelligence. — David A. Bednar

Digital means flow: data flow, information flow, knowledge flow, and mind flow. — Pearl Zhu

In order for a digital neocortex to learn a new skill, it will still require many iterations of education, just as a biological neocortex does, but once a single digital neocortex somewhere and at some time learns something, it can share that knowledge with every other digital neocortex without delay. We can each have our own private neocortex extenders in the cloud, just as we have our own private stores of personal data today. — Ray Kurzweil

The Internet's abundant capacity has removed the old artificial constraints on publishing - including getting our content checked and verified. The new strategy of publishing everything we find out thus results in an immense cloud of data, free of theory, published before verified, and available to anyone with an Internet connection. And this is changing the role that facts have played as the foundation of knowledge. — David Weinberger

I would say that hardware is the bone of the head, the skull. The semiconductor is the brain within the head. The software is the wisdom and data is the knowledge. — Masayoshi Son

Another way to speak of the anxiety is in terms of the gap between information and knowledge. A barrage of data so often fails to tell us what we need to know. Knowledge, in turn, does not guarantee enlightenment or wisdom. (Eliot said that, too: "Where is the wisdom we have lost in knowledge? / Where is the knowledge we have lost in information?") It is an ancient observation, but one that seemed to bear restating when information became plentiful - particularly in a world where all bits are created equal and information is divorced from meaning. The humanist and philosopher of technology Lewis Mumford, for example, restated it in 1970: "Unfortunately, 'information retrieving,' however swift, is no substitute for discovering by direct personal inspection knowledge whose very existence one had possibly never been aware of, and following it at one's own pace through the further ramification of relevant literature." He begged for a return to "moral self-discipline. — James Gleick

Learn when and how to use different data structures and their algorithms in your own code. This is harder as a student, as the problem assignments you'll work through just won't impart this knowledge. That's fine. — Robert Love

Coercion is evil precisely because it thus eliminates an individual as a thinking and valuing person and makes him a bare tool in the achievement of the ends of another. Free action, in which a person pursues his own aims by the means indicated by his own knowledge, must be based on data which cannot be shaped at will by another. — Friedrich Hayek