---
title: "Meaning & Key Takeaway of: Nowhere is the nexus between statistics…"
description: "\"“Nowhere is the nexus between statistics and data science stronger than in the realm of prediction — specifically the prediction of an outcome (target)..."
image: "https://sms4smile.com/quotes/i/648/peter-bruce-73868_data_nowhere-is-the-nexus-between-statistics_1305435.jpg"
---

#  Nowhere is the nexus between statistics and data science…

![“Nowhere is the nexus between statistics and data science stronger than in the realm of prediction — specifically the prediction of an outcome (target) variable based on the values of other “predictor” variables.” quote by Peter Bruce](https://sms4smile.com/quotes/i/648/peter-bruce-73868_data_nowhere-is-the-nexus-between-statistics_1305435.jpg)   [Download](https://sms4smile.com/quotes/i/648/peter-bruce-73868_data_nowhere-is-the-nexus-between-statistics_1305435.jpg) [Open image](https://sms4smile.com/quotes/i/648/peter-bruce-73868_data_nowhere-is-the-nexus-between-statistics_1305435.jpg)

> ““Nowhere is the nexus between statistics and data science stronger than in the realm of prediction — specifically the prediction of an outcome (target) variable based on the values of other “predictor” variables.””

[Peter Bruce](https://sms4smile.com/quotes/author/peter-bruce/)

## About This Quote

This interpretation was drafted with AI assistance. It is one reading of the quote, not the author's own explanation.

Prediction links statistics and data science by modeling a target variable from predictors.

**In simple terms:** Prediction connects stats and data science.

Key Takeaway

Use models to forecast outcomes.

Themes

statistics data science prediction modeling

Mood

analytical thoughtful

Type

educational technical

When to use this quote

- business forecasting
- clinical trials
- marketing analytics
- risk assessment

Key Concepts

regression machine learning causality

Questions to Reflect On

- What variables might be missing?
- How reliable are predictions in changing environments?

A Different Perspective

Assumes predictors fully capture relevant information.

★ ★ ★ ★ ★   No ratings yet

[Data](https://sms4smile.com/quotes/about/data/) [Data science](https://sms4smile.com/quotes/about/data-science/) [Goals](https://sms4smile.com/quotes/about/goals/) [Prediction](https://sms4smile.com/quotes/about/prediction/) [Prediction Outcome](https://sms4smile.com/quotes/about/prediction-outcome-4300990/) [Prediction Specifically](https://sms4smile.com/quotes/about/prediction-specifically-4300989/) [Science](https://sms4smile.com/quotes/about/science/) [Specifically Prediction](https://sms4smile.com/quotes/about/specifically-prediction-4300988/)

## Related quotes

> [“Moreover, data science (and business in general) is not so worried about statistical significance, but more concerned with optimizing overall effort and results.”](https://sms4smile.com/quotes/peter-bruce/moreover-data-science-and-business-in-general-is-not-so-worried-about/)

[Peter Bruce](https://sms4smile.com/quotes/author/peter-bruce/)

> [ \[Sherlock Holmes:\] The temptation to form premature theories upon insufficient data is the bane of our profession. ](https://sms4smile.com/quotes/arthur-conan-doyle/sherlock-holmes-the-temptation-to-form-premature-theories-upon/)

[Arthur Conan Doyle](https://sms4smile.com/quotes/author/arthur-conan-doyle/)

> [The bigger a data set that you have, the more polls, the more surveys that you have that people undertake, the more accurate your…](https://sms4smile.com/quotes/brittany-kaiser/the-bigger-a-data-set-that-you-have-the-more-polls-the-more-surveys/)

[Brittany Kaiser](https://sms4smile.com/quotes/author/brittany-kaiser/)

> [The combination of some data and an aching desire for an answer does not ensure that a reasonable answer can be extracted from a…](https://sms4smile.com/quotes/john-tukey/the-combination-of-some-data-and-an-aching-desire-for-an-answer-does/)

[John Tukey](https://sms4smile.com/quotes/author/john-tukey/)

> [We are going to completely change what it means to do advanced analytics with our data solutions. We have machine-learning stuff that is about…](https://sms4smile.com/quotes/satya-nadella/we-are-going-to-completely-change-what-it-means-to-do-advanced/)

[Satya Nadella](https://sms4smile.com/quotes/author/satya-nadella/)

> [I keep saying that the sexy job in the next 10 years will be statisticians, and I'm not kidding.](https://sms4smile.com/quotes/hal-varian/i-keep-saying-that-the-sexy-job-in-the-next-10-years-will-be/)

[Hal Varian](https://sms4smile.com/quotes/author/hal-varian/)

> [“All businesses could use a garden where Data Scientists plant seeds of possibility and water them with collaboration.”](https://sms4smile.com/quotes/damian-mingle/all-businesses-could-use-a-garden-where-data-scientists-plant-seeds/)

[Damian Mingle](https://sms4smile.com/quotes/author/damian-mingle/)

> [In the next 10 years, data science and software will do more for medicine than all of the biological sciences together.](https://sms4smile.com/quotes/vinod-khosla/in-the-next-10-years-data-science-and-software-will-do-more-for/)

[Vinod Khosla](https://sms4smile.com/quotes/author/vinod-khosla/)

> [Data that is loved tends to survive.](https://sms4smile.com/quotes/kurt-bollacker/data-that-is-loved-tends-to-survive/)

[Kurt Bollacker](https://sms4smile.com/quotes/author/kurt-bollacker/)

> [Data isn't information; information isn't knowledge; knowledge isn't wisdom.](https://sms4smile.com/quotes/ian-lowe/data-isn-t-information-information-isn-t-knowledge-knowledge-isn-t/)

[Ian Lowe](https://sms4smile.com/quotes/author/ian-lowe/)

> [You need to use data science and machine learning to get the ground truth of what's happening inside of a company.](https://sms4smile.com/quotes/chamath-palihapitiya/you-need-to-use-data-science-and-machine-learning-to-get-the-ground/)

[Chamath Palihapitiya](https://sms4smile.com/quotes/author/chamath-palihapitiya/)

> [“Invite your Data Science team to ask questions and assume any system, rule, or way of doing things is open to further consideration.”](https://sms4smile.com/quotes/damian-mingle/invite-your-data-science-team-to-ask-questions-and-assume-any-system/)

[Damian Mingle](https://sms4smile.com/quotes/author/damian-mingle/)

> [Big data isn’t about bits, it’s about talent.](https://sms4smile.com/quotes/douglas-merrill/big-data-isn-t-about-bits-it-s-about-talent/)

[Douglas Merrill](https://sms4smile.com/quotes/author/douglas-merrill/)

> [“I foresee the next wave of revenue growth in corporate America will come directly from Data Science.”](https://sms4smile.com/quotes/ken-poirot/i-foresee-the-next-wave-of-revenue-growth-in-corporate-america-will/)

[Ken Poirot](https://sms4smile.com/quotes/author/ken-poirot/)

> [“Data Scientists should recall innovation often times is not providing fancy algorithms, but rather value to the customer.”](https://sms4smile.com/quotes/damian-mingle/data-scientists-should-recall-innovation-often-times-is-not-providing/)

[Damian Mingle](https://sms4smile.com/quotes/author/damian-mingle/)

## More by Peter Bruce

> [“Moreover, data science (and business in general) is not so worried about statistical significance, but more concerned with optimizing overall effort and results.”](https://sms4smile.com/quotes/peter-bruce/moreover-data-science-and-business-in-general-is-not-so-worried-about/)

[Peter Bruce](https://sms4smile.com/quotes/author/peter-bruce/)

> [“Machine learning tends to be more focused on developing efficient algorithms that scale to large data in order to optimize the predictive model. Statistics…](https://sms4smile.com/quotes/peter-bruce/machine-learning-tends-to-be-more-focused-on-developing-efficient/)

[Peter Bruce](https://sms4smile.com/quotes/author/peter-bruce/)

> [Whatever the police or politicians may tell us, this is a violent and threatening place. Living here is dangerous.](https://sms4smile.com/quotes/peter-bruce/whatever-the-police-or-politicians-may-tell-us-this-is-a-violent-and/)

[Peter Bruce](https://sms4smile.com/quotes/author/peter-bruce/)

[Explore all 4 Peter Bruce quotes ](https://sms4smile.com/quotes/author/peter-bruce/)

## More Data quotes

> [Information is money, but data is squat](https://sms4smile.com/quotes/angela-llama-butler/information-is-money-but-data-is-squat/)

[Angela Llama-Butler](https://sms4smile.com/quotes/author/angela-llama-butler/)

> [“ data analytics consulting Perceptive Analtyics is a data analytic company and a trusted advisor to its clients across domains. Click to know more”](https://sms4smile.com/quotes/sebastianmax/data-analytics-consulting-perceptive-analtyics-is-a-data-analytic/)

[SebastianMax](https://sms4smile.com/quotes/author/sebastianmax/)

> [The information nation took their clues from all the sound bite gluttons.](https://sms4smile.com/quotes/rem/the-information-nation-took-their-clues-from-all-the-sound-bite/)

[REM](https://sms4smile.com/quotes/author/rem/)

> [Sometimes I am a collector of data, and only a collector, and am likely to be gross and miserly, piling up notes, pleased with…](https://sms4smile.com/quotes/charles-fort/sometimes-i-am-a-collector-of-data-and-only-a-collector-and-am-likely/)

[Charles Fort](https://sms4smile.com/quotes/author/charles-fort/)

> [But actually theory is very practical. Gravity is a theory, for example. It allows you to predict that if you step off a cliff…](https://sms4smile.com/quotes/clayton-christensen/but-actually-theory-is-very-practical-gravity-is-a-theory-for-example/)

[Clayton Christensen](https://sms4smile.com/quotes/author/clayton-christensen/)

> [Statistics are like miniskirts: They give you good ideas but hide the important things.](https://sms4smile.com/quotes/ebbe-skovdahl/statistics-are-like-miniskirts-they-give-you-good-ideas-but-hide-the/)

[Ebbe Skovdahl](https://sms4smile.com/quotes/author/ebbe-skovdahl/)

> [Unlike return, however, risk is no more quantifiable at the end of an investment that it was at its beginning. Risk simply cannot be…](https://sms4smile.com/quotes/seth-klarman/unlike-return-however-risk-is-no-more-quantifiable-at-the-end-of-an/)

[Seth Klarman](https://sms4smile.com/quotes/author/seth-klarman/)

> [Finding patterns is easy in any kind of data-rich environment; that's what mediocre gamblers do. The key is in determining whether the patterns represent…](https://sms4smile.com/quotes/nate-silver/finding-patterns-is-easy-in-any-kind-of-data-rich-environment-that-s/)

[Nate Silver](https://sms4smile.com/quotes/author/nate-silver/)

> [ \[Brazil\] went to the UN and said, "We need new standards for this." We need to take a look at what they're calling "data… ](https://sms4smile.com/quotes/edward-snowden/brazil-went-to-the-un-and-said-we-need-new-standards-for-this-we-need/)

[Edward Snowden](https://sms4smile.com/quotes/author/edward-snowden/)

> [We're living in a technological world. You cannot tell me we can't do a better job getting that information.](https://sms4smile.com/quotes/hillary-clinton/we-re-living-in-a-technological-world-you-cannot-tell-me-we-can-t-do/)

[Hillary Clinton](https://sms4smile.com/quotes/author/hillary-clinton/)

> [Web users ultimately want to get at data quickly and easily. They don't care as much about attractive sites and pretty design.](https://sms4smile.com/quotes/tim-berners-lee/web-users-ultimately-want-to-get-at-data-quickly-and-easily-they-don/)

[Tim Berners-Lee](https://sms4smile.com/quotes/author/tim-berners-lee/)

> [You cannot have 300-some million Americans - and really, right, the global citizenry be at risk of having their phone conversations intercepted with a…](https://sms4smile.com/quotes/ted-lieu/you-cannot-have-300-some-million-americans-and-really-right-the/)

[Ted Lieu](https://sms4smile.com/quotes/author/ted-lieu/)

> [An important finding is that by determining the genome sequences of an entire family, one can identify many DNA sequencing errors and thus greatly…](https://sms4smile.com/quotes/leroy-hood/an-important-finding-is-that-by-determining-the-genome-sequences-of/)

[Leroy Hood](https://sms4smile.com/quotes/author/leroy-hood/)

> [While it's wonderful that investors have access to all the data now available to them, it has become a full-time job to sift through…](https://sms4smile.com/quotes/maria-bartiromo/while-it-s-wonderful-that-investors-have-access-to-all-the-data-now/)

[Maria Bartiromo](https://sms4smile.com/quotes/author/maria-bartiromo/)

> [“The amount of stored information grows four times faster than the world economy, while the processing power of computers grows nine times faster. Little…](https://sms4smile.com/quotes/viktor-mayer-sch-nberger/the-amount-of-stored-information-grows-four-times-faster-than-the/)

[Viktor Mayer-Schönberger](https://sms4smile.com/quotes/author/viktor-mayer-sch-nberger/)

[Browse all 3,134 Data quotes ](https://sms4smile.com/quotes/about/data/)

```json
{
    "@context": "https://schema.org",
    "@graph": [
        {
            "@type": "Quotation",
            "text": "“Nowhere is the nexus between statistics and data science stronger than in the realm of prediction — specifically the prediction of an outcome (target) variable based on the values of other “predictor” variables.”",
            "creator": {
                "@type": "Person",
                "name": "Peter Bruce"
            },
            "isPartOf": {
                "@id": "https://sms4smile.com/quotes/#website"
            },
            "url": "https://sms4smile.com/quotes/peter-bruce/nowhere-is-the-nexus-between-statistics-and-data-science-stronger/",
            "about": {
                "@type": "Thing",
                "name": "Data"
            },
            "@id": "https://sms4smile.com/quotes/peter-bruce/nowhere-is-the-nexus-between-statistics-and-data-science-stronger/#quotation",
            "image": {
                "@type": "ImageObject",
                "@id": "https://sms4smile.com/quotes/i/648/peter-bruce-73868_data_nowhere-is-the-nexus-between-statistics_1305435.jpg",
                "contentUrl": "https://sms4smile.com/quotes/i/648/peter-bruce-73868_data_nowhere-is-the-nexus-between-statistics_1305435.jpg",
                "url": "https://sms4smile.com/quotes/i/648/peter-bruce-73868_data_nowhere-is-the-nexus-between-statistics_1305435.jpg",
                "width": 1080,
                "height": 1080,
                "caption": "“Nowhere is the nexus between statistics and data science stronger than in the realm of prediction…” — Peter Bruce",
                "creditText": "SMS4Smile Quotes",
                "creator": {
                    "@id": "https://sms4smile.com/quotes/#organization"
                }
            }
        },
        {
            "@type": "BreadcrumbList",
            "itemListElement": [
                {
                    "@type": "ListItem",
                    "position": 1,
                    "name": "Home",
                    "item": "https://sms4smile.com/"
                },
                {
                    "@type": "ListItem",
                    "position": 2,
                    "name": "Quotes",
                    "item": "https://sms4smile.com/quotes/"
                },
                {
                    "@type": "ListItem",
                    "position": 3,
                    "name": "Peter Bruce",
                    "item": "https://sms4smile.com/quotes/author/peter-bruce/"
                },
                {
                    "@type": "ListItem",
                    "position": 4,
                    "name": "“Nowhere is the nexus between statistics...",
                    "item": "https://sms4smile.com/quotes/peter-bruce/nowhere-is-the-nexus-between-statistics-and-data-science-stronger/"
                }
            ],
            "@id": "https://sms4smile.com/quotes/peter-bruce/nowhere-is-the-nexus-between-statistics-and-data-science-stronger/#breadcrumb"
        },
        {
            "@type": "WebSite",
            "@id": "https://sms4smile.com/quotes/#website",
            "name": "SMS4Smile Quotes",
            "url": "https://sms4smile.com/quotes/",
            "publisher": {
                "@id": "https://sms4smile.com/quotes/#organization"
            }
        },
        {
            "@type": "Organization",
            "@id": "https://sms4smile.com/quotes/#organization",
            "name": "SMS4Smile Quotes",
            "url": "https://sms4smile.com/quotes/",
            "logo": {
                "@type": "ImageObject",
                "url": "https://sms4smile.com/quotes/wp-content/themes/sq/assets/icons/icon-512.png",
                "width": 512,
                "height": 512
            }
        }
    ]
}
```
