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W E L L N E S S
One Can Of Soda A Day Raises Diabetes
Risk, Study Suggests
0 4 / 2 5 / 2 0 1 3 0 9 : 4 5 a m E D T | U p d a t e d J u n e
2 5 , 2 0 1 3
blue aluminum can closeup with...
By: Rachael Rettner, MyHealthNewsDaily Senior Writer
Published: 04/24/2013 06:05 PM EDT on
MyHealthNewsDaily
1/3/20, 10:00 AM
Page 1 of 13
Drinking just one 12-ounce soda a day may increase the risk of
Type 2 diabetes, a new study from Europe suggests.
In the study, people who drank a 12-ounce sugar-sweetened
soda daily were 18 percent more likely to develop Type 2
diabetes over a 16-year period compared with those who did
not consume soda. And people who drank two sodas daily were
18 percent more likely to have a stroke than those who drank
one; those who drank three sodas daily saw the same risk
increase compared with those who drank two, and so on.
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The results held even after the researchers took into account
risk factors for Type 2 diabetes such as age and physical
activity levels, body mass index (BMI) and the total daily
calorie intake.
The findings agree with earlier studies in the United States,
which found daily soda consumption increased the risk of Type
2 diabetes by 25 percent.
However, the study found only an association, and cannot
prove soda consumption causes Type 2 diabetes. It's possible
other factors not accounted for by the study influenced the
disease risk. In addition, participants answered questions
about their diet just once at the study's start, and it's possible
they changed their diets over time, the researchers said.
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The researchers analyzed information from about 12,000
people who developed Type 2 diabetes between 1991 and 2007,
and a randomly selected group of about 15,000 people, most of
whom did not develop diabetes. All participants were taking
part in a larger study looking into the interaction between diet,
environmental factors and the risk of cancer and chronic
diseases conducted in eight European countries.
People who drank one or more glasses of sugar-sweetened
soda a day were about 30 percent more likely to develop Type
2 diabetes than those who drank less than one glass a month.
Because the link between sugar-sweetened soda and Type 2
diabetes was independent of BMI (an indicator of obesity
level) and calorie intake, this finding suggests that other
factors, such as the spike in blood sugar people experience
when they drink soda, may play a role in the risk, the
researchers said.
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People who drank diet soda were also at increased risk for
developing Type 2 diabetes during the study compared with
those who drank no soda. However, when the researchers took
into account participants' BMI and total energy intake, the
increased risk disappeared. This finding suggests that the link
between diet soda and diabetes risk was driven by participants'
weight: People who are obese, and thus already at risk for Type
2 diabetes, tend to report higher consumption of diet drinks.
Healthy food choices (such as eating plenty of fruits and
vegetables), daily exercise and weight loss can help prevent
Type 2 diabetes, or slow the progress of the disease in those
with prediabetes, according to the Mayo Clinic.
The new study is published today (April 24) in the journal
Diabetologia.
Pass it on: Consumption of sugar-sweetened soda is linked to
an increased risk of Type 2 diabetes.
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Suggest a correction
M O R E : H E A LT H Y L I V I N G S O D A - D I A B E T E
S V I D E O
Follow Rachael Rettner @RachaelRettner. Follow
MyHealthNewsDaily @MyHealth_MHND, Facebook &
Google+. Originally published on MyHealthNewsDaily.
Lose Weight Smartly: 7 Little-Known Tricks that
Shave Pounds
9 Snack Foods: Healthy or Not?
6 Easy Ways to Eat More Fruits and Vegetables
Copyright 2013 MyHealthNewsDaily, a TechMediaNetwork
company.
All rights reserved. This material may not be published,
broadcast,
rewritten or redistributed.
Soda Health Risks
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Chamberlain College of Nursing NR305 Health Assessment
Lifestyle and Health Practices Profile
NOTE: Please do NOT remove any of the text on this form. Do
NOT use any other form but this one. Fill it in and submit in its
entirety to aid in its grading.
Your Name: Date:
Your Instructor’s Name:
Purpose: This assignment is to help you gain insight regarding
the influence of an individual’s lifestyle and health-related
practices, on their opportunities for health promotion. You are
to obtain a lifestyle and health practices profile using yourself
as the client, and then practice analyzing the data to formulate a
health promotion nursing diagnosis.
Disclaimer: When completing a Lifestyle and Health Profile on
an actual client, it is essential that the information is accurate
and all areas are addressed. **Please note that for this
assignment, a few sections containing sensitive information
have been marked optional.** This assignment will only be
shared for academic-related purposes, and will not be seen by
your classmates. However, if you wish to leave any of the areas
marked “option to not respond” blank, points will not be
deducted. All areas not marked as optional must be completed
for full credit. Contact your visiting professor if you have any
questions or concerns.
Directions: Refer to the Personal Life and Health Practices
Profile guidelines and grading rubric found in Course Resources
to complete the information below. This assignment is worth
200 points.
Type your answers on this form. Click Save as and save the file
with the assignment name and your last name, e.g.,
“NR305_Week2_Personal_ Lifestyle_Form_Smith”. When you
are finished, submit the form to the Life and Health Practices
Profile Dropbox by the deadline indicated in your guidelines.
Post questions in the Q & A Forum or contact your instructor if
you have questions about this assignment.
1: Complete the Life and Health Practices Profile (130 Points)
Complete the Life and Health Practices Profile below, using
yourself as the client. Please document your responses
professionally, as you would in a client’s actual health record.
Provide enough information to have answered the questions
completely. For clarity, write full sentences in your
documentation. All questions in each section must be addressed,
except for those indicated as optional. If a question does not
apply to you, please indicate this in the findings as “N/A”.
Lifestyle and Health Practices Profile
Description of Typical Day
Findings
Briefly describe your typical daily routine from the time you
wake up until bedtime.
Nutrition and Weight Management Questions
Findings
What do you eat in a typical day? What type of foods do you
prefer, how often do you eat throughout the day, and about how
much do you eat?
Do you eat out frequently, or mainly prepare meals at home? If
you eat out, what type of restaurants do you usually eat at?
Do you tend to eat only when hungry? Have you noticed if your
eating habits change when you are stressed, bored, or
depressed?
Who typically purchase and prepares the food you eat?
What type of fluids do you usually drink? How much?
Activity and Exercise Questions
Findings
Describe your daily activity patterns.
Do you follow an exercise plan? If yes, what types of exercise,
for what duration, and how often?
Do you have physical limitations that do not allow you to
follow a moderately strenuous exercise program?
**option to not respond**
What type of activities do you enjoy for recreation and leisure?
Sleep and Rest Questions
Findings
Describe your typical sleeping patterns.
Do you have trouble falling asleep?
About how many hours of sleep do you get each night?
Do you typically feel well-rested during the day?
Do you nap during the day? How often and for how long?
Do you have routine at night that helps you fall asleep?
Substance Use Questions
Findings
How much alcohol do you consume on the average?
**option to not respond**
Do you consume beverages containing caffeine? If so, how
often and how much?
Do you currently or have you ever smoked or used any form
nicotine products? For how long? How many packs per week?
Tell me about any past efforts to quit.
Have you ever taken a medication that was not prescribed to
you? If so, explain.
Do you currently use, or have you ever used, recreational
drugs? If so, describe.
**option to not respond**
Do you take vitamins or herbs or any other supplements? If so,
what are they?
Self-Care Questions
Findings
Describe your best talents and abilities?
How do you feel about yourself? Your appearance?
What are some examples of activities you do to keep yourself
safe and healthy? Or to prevent disease?
(i.e., I apply sunscreen to prevent skin cancer.)
Do you practice safe sex?
*option to not respond**
How often do you schedule routine medical check-ups and
screenings?
How often do you visit the dentist?
How often do you schedule a vision screening?
Social Questions
Findings
What do you do to relax?
With whom do you socialize frequently?
Are you involved in community activities?
Do you feel like you have enough time to socialize?
What do you consider to be your contribution to society?
Relationship Questions
Findings
Who are the most important people in your life? Describe their
relationship to you.
What was it like growing up in your family?
If applicable, describe any relationship you have with a spouse
or significant other.
**option to not respond**
If applicable, describe the relationship you have with your
children.
**option to not respond**
If applicable, describe your relationship with your in-laws.
**option to not respond**
Do you have any pets?
Describe your role in your family.
Values and Beliefs Questions
Findings
What is most important to you in life?
What do you hope to accomplish in your lifetime?
Do you currently affiliate with a religion? Is this important to
you?
**option to not respond**
What gives you strength and hope?
Education and Work Questions
Findings
Tell me about your educational background.
Do you have future educational goals or plans?
If applicable, tell me about your work. What are your
responsibilities?
Do you enjoy your work?
Describe your relationship with your co-workers.
Do you experience work-related stress?
Does your current income meet your needs?
**option to not respond**
Stress and Coping Questions
Findings
Describe what makes you feel angry.
How would you describe your stress level, overall?
What do you do to manage anger and/or stress?
Where do you turn for assistance in times of crisis?
Environment Questions
Findings
Have you identified any risks in your home or neighborhood, or
at your job?
Are there risks associated with any of your leisure or
recreational activities?
What type of precautions do you take related to potential
environmental hazards?
(i.e., I wear a respirator mask in the factory where I work.)
Do you believe you are at risk of becoming a victim of
violence? If yes, please explain.
**option to not respond**
End of Profile. Please continue this assignment by answering
the questions below.
2. Reflect on this experience (15 points)
The questions you answered in this profile are similar to those
asked by nurses in practice settings every day. In 1-2
paragraphs, describe how it felt to put yourself in the client’s
shoes. Did you feel vulnerable? Were some of the questions
difficult to answer? Did you wonder why certain questions
needed to be asked? Include some specific examples in your
discussion.
3. Analyze your responses (45 points)
Carefully review your responses in the profile. In 1-2
paragraphs, provide an overall summary of the findings. Then,
describe at least 2 opportunities you have identified for seeking
a higher level of health. Provide some detail as to what
prompted you to make your selections.
4. Write one health promotion nursing diagnosis (10 points)
Based on your analysis in #3, write one health promotion
nursing diagnosis.
(Use the formula: “Readiness for enhanced ______ related
to ________.”)
NR305_W2_Personal_Lifestyle_Form Rev. 8/2018
KC 1
Chamberlain College of Nursing
NR
305
Health Assessment
NR305_
W2
_
Personal
_
Lifestyle
_Form
Rev. 8/2018
KC
1
Life
style
and Health Practices Profile
NOTE: Please do NOT remove any of the text on this form.
Do NOT use any other form but this one.
Fill it
in and submit in its entirety to aid in its grading.
Your Name:
Date:
Your Instructor’s Name:
Purpose:
This assignment is to help you gain insight regarding the
influence of
an individual’s lifestyle
and health
-
related practices, on their oppor
tunities for health promotion
. You are to obtain a
lifestyle
and health practices profile using
yourself
as the client, and
then
practice analyzing the data to
formulate a health promotion nursing diagnosis.
Disclaimer
:
When
completing a Lifestyle and Hea
lth Profile
on an actual client, it is essential that the
information is accurate
and all areas are addressed
.
**
Please n
ote that
for this assignment
,
a few
sections
containing sensitive information
have been
marked optional.
**
This assignment will only be
shared for academic
-
related
purposes
, and will not be seen by your classmates
. However, i
f you wish to
leave any of the
areas marked
“
option
to not respond”
blank, points will not be deducted.
All areas
not
marked as optional
must be completed for full credit.
Contact your visiting professor if you have any
questions or concerns.
Directions
: Refer to the
Personal Life and Health Practices Profile
guidelines and grading rubric found in
Course Resources
to complete the information below.
This assignment is worth
200
points.
Type yo
ur answers on this form. Click Save as
and save the file with the assignment name and your last
name, e.g., “NR305_
W
eek
2_Personal
_
Lifestyle
_Form_Smith”
.
When you are finished,
submit the form
to the
Life and Health Practices Profile
Dropbox by the deadline indicated in your guidelines. Post
questions in the Q
&
A Forum or contact your instructor if you have questions about
this assignment.
1:
Complete the Life and Health Practi
ces Profile
(130
Points)
Complete the
Life and Health Practices Profile below, using
yourself
as the client
.
Please document your
responses
professionally, as you would in a client’s actual health record.
Provide enough information to
have answered the que
stions completely. For clarity, write full sentences in your
documentation.
All
questions in each section must be addressed
, except for those indicated as optional.
If a question does
not apply to you, please indicate this in the findings as
“
N/A
”
.
Chamberlain College of Nursing NR305 Health Assessment
NR305_W2_Personal_Lifestyle_Form Rev. 8/2018
KC 1
Lifestyle and Health Practices Profile
NOTE: Please do NOT remove any of the text on this form. Do
NOT use any other form but this one. Fill it
in and submit in its entirety to aid in its grading.
Your Name: Date:
Your Instructor’s Name:
Purpose: This assignment is to help you gain insight regarding
the influence of an individual’s lifestyle
and health-related practices, on their opportunities for health
promotion. You are to obtain a lifestyle
and health practices profile using yourself as the client, and
then practice analyzing the data to
formulate a health promotion nursing diagnosis.
Disclaimer: When completing a Lifestyle and Health Profile on
an actual client, it is essential that the
information is accurate and all areas are addressed. **Please
note that for this assignment, a few
sections containing sensitive information have been marked
optional.** This assignment will only be
shared for academic-related purposes, and will not be seen by
your classmates. However, if you wish to
leave any of the areas marked “option to not respond” blank,
points will not be deducted. All areas not
marked as optional must be completed for full credit. Contact
your visiting professor if you have any
questions or concerns.
Directions: Refer to the Personal Life and Health Practices
Profile guidelines and grading rubric found in
Course Resources to complete the information below. This
assignment is worth 200 points.
Type your answers on this form. Click Save as and save the file
with the assignment name and your last
name, e.g., “NR305_Week2_Personal_ Lifestyle_Form_Smith”.
When you are finished, submit the form
to the Life and Health Practices Profile Dropbox by the deadline
indicated in your guidelines. Post
questions in the Q & A Forum or contact your instructor if you
have questions about this assignment.
1: Complete the Life and Health Practices Profile (130 Points)
Complete the Life and Health Practices Profile below, using
yourself as the client. Please document your
responses professionally, as you would in a client’s actual
health record. Provide enough information to
have answered the questions completely. For clarity, write full
sentences in your documentation. All
questions in each section must be addressed, except for those
indicated as optional. If a question does
not apply to you, please indicate this in the findings as “N/A”.
J ournalists are constantly being reminded that “correlation
doesn’t implycausation;” yet, con!ating the two remains one of
the most common errors in
news reporting on scienti"c and health-related studies. In
theory, these are easy to
Causation vs Correlation
by Rebecca Goldin | Aug 19, 2015 | Causality, Correlation is not
causation, Savvy stats reporting
| 23 comments
Select Page a
!
"
#
$
1/3/20, 10:23 AM
Page 1 of 13
distinguish—an action or occurrence can cause another (such as
smoking causes
lung cancer), or it can correlate with another (such as smoking
is correlated with
high alcohol consumption). If one action causes another, then
they are most
certainly correlated. But just because two things occur together
does not mean
that one caused the other, even if it seems to make sense.
Unfortunately, intuition can lead us astray when it comes to
distinguishing
between the two. For example, eating breakfast has long been
correlated with
success in school for elementary school children. It would be
easy to conclude that
eating breakfast causes students to be better learners. Is this a
causal relationship
—does breakfast by itself create better students? Or is it only a
correlation:
perhaps not having breakfast correlates highly with other
challenges in kids’ lives
that make them poorer students, such as less educated parents,
worse socio-
economic status, less focus on school at home, and lower
expectations.
It turns out that kids who don’t eat breakfast are also more
likely to be absent or
tardy—and absenteeism plays a signi"cant role in their poor
performance. This
may lead one to believe that there is not a causal relationship.
Yet breakfast may
encourage kids to come to school (and on-time), which then
improves their
performance in school, and so perhaps encourages attendance,
which then results
in better performance. In a recent literature review, there were
mixed results
suggesting that the advantages of breakfast depend on the
population, the type of
breakfast provided, and the measurement of “bene"t” for the
kids. Breakfast
seems to have an overall positive impact on cognitive
performance, especially
memory tasks and focus. Not surprisingly, the bene"t seems
greater for kids who
are undernourished. But the clear message here is that a causal
relationship has
been extremely hard to establish, and remains in question.
Many studies are designed to test a correlation, but cannot
possibly lead us to a
causal conclusion; and yet, obvious “reasons” for the
correlation abound, tempting
us toward a potentially incorrect conclusion. People learn of a
study showing that
“girls who watch soap operas are more likely to have eating
disorders”— a
correlation between soap opera watching and eating disorders—
but then
they incorrectly conclude that watching soap operas gives girls
eating disorders. It
is entirely possible that girls who are prone to eating disorders
are also attracted
to soap operas.
There are several reasons why common sense conclusions about
cause and e#ect
1/3/20, 10:23 AM
Page 2 of 13
might be wrong. Correlated occurrences may be due to a
common cause. For
example, the fact that red hair is correlated with blue eyes stems
from a common
genetic speci"cation that codes for both. A correlation may also
be observed when
there is causality behind it—for example, it is well established
that cigarette
smoking not only correlates with lung cancer but actually
causes it. But in order to
establish cause, we have to rule out the possibility that smokers
are more likely to
live in urban areas, where there is more pollution—and any
other possible
explanation for the observed correlation.
In many cases, it seems obvious that one action causes another;
however, there
are also many cases when it is not so clear (except perhaps to
the already-
convinced observer). In the case of soap-opera watching
anorexics, we can neither
exclude nor embrace the hypothesis that the television is a
cause of the problem—
additional research would be needed to make a convincing
argument for causality.
Another hypothesis might be that girls inclined to su#er poor
body image are
drawn to soap operas on television because it satis"es some
need related to their
poor body image. Or it could be that neither causes the other,
but rather there is a
common trait—say, an overemphasis on appearance in the girls’
environment—
that causes both an interest in soap operas and an inclination to
develop eating
disorders. None of these hypotheses are tested in a study that
simply asks who is
watching soaps and who is developing eating disorders, and
"nding a correlation
between the two.
How, then, does one ever establish causality? This is one of the
most daunting
challenges of public health professionals and pharmaceutical
companies. The
most e#ective way of doing this is through a controlled study.
In a controlled study,
two groups of people who are comparable in almost every way
are given two
di#erent sets of experiences (such one group watching soap
operas and the other
game shows), and the outcome is compared. If the two groups
have substantially
di#erent outcomes, then the di#erent experiences may have
caused the di#erent
outcome.
There are obvious ethical limits to controlled studies: it would
be problematic to
take two comparable groups and make one smoke while denying
cigarettes to the
other in order to see if cigarette smoking really causes lung
cancer. This is why
epidemiological (or observational) studies are so important.
These are studies in
which large groups of people are followed over time, and their
behavior and
1/3/20, 10:23 AM
Page 3 of 13
outcome is also observed. In these studies, it is extremely
di$cult (though
sometimes still possible) to tease out cause and e#ect, versus a
mere correlation.
Typically, one can only establish a causal relationship if the
e#ects are extremely
notable and there is no reasonable explanation that challenges
causality. This was
the case with cigarette smoking, for example. At the time that
scientists, industry
trade groups, activists and individuals were debating whether
the observed
correlation between heavy cigarette smoking and lung cancer
was causal or not,
many other hypotheses were considered (such as sleep
deprivation or excessive
drinking) and each one dismissed as insu$ciently describing the
data. It is now a
widespread belief among scientists and health professionals that
smoking does
indeed cause lung cancer.
When the stakes are high, people are much more likely to jump
to causal
conclusions. This seems to be doubly true when it comes to
public suspicion about
chemicals and environmental pollution. There has been a lot of
publicity over the
purported relationship between autism and vaccinations, for
example. As
vaccination rates went up across the United States, so did
autism. And if you splice
the data in just the right way, it looks like some kids with
autism have had more
vaccinations. However, this correlation (which has led many to
conclude that
vaccination causes autism) has been widely dismissed by public
health experts.
The rise in autism rates is likely to do with increased awareness
and diagnosis, or
one of many other possible factors that have changed over the
past 50 years.
Language further contorts the distinction, as some media outlets
use words that
imply causality without saying it. A recent example in
Oklahoma occurred when its
Governor, Mary Fallin, said there was a “direct correlation”
between a recent
increase in earthquakes and wastewater disposal wells. She
would have liked to
say that the wells caused the earthquakes, but the research only
shows a
correlation. Rather than misspeak, she embellished
“correlation” with “direct” so
that it sounds causal.
At times, a correlation does not have a clear explanation, and at
other times we "ll
in the explanation. A recent news story reports that housing
prices in D.C.
correlate with reading pro"ciency. Many stories can be crafted
to explain the
phenomenon, but most people would be reluctant to conclude
that a child’s
reading pro"ciency could cause the price of their house to be
higher or lower, or
vice-versa. In contrast, a news story reporting that “30 years of
research found a
1/3/20, 10:23 AM
Page 4 of 13
23 Comments
Margaret Gorlin on September 3, 2015 at 1:20 pm
I discovered your stat stories this morning while poking around
the internet looking for good
positive correlation between family involvement and a student’s
academic success”
in Florida feels like it has the weight of causality. The big
di#erence between these
two di#erent correlations is our own belief in a likely
mechanism for family to
contribute to better grades.
In general, we should all be wary of our own bias: we like
explanations. The media
often concludes a causal relationship among correlated
observances when
causality was not even considered by the study itself. Without
clear reasons to
accept causality, we should only accept the existence of a
correlation. Two events
occurring in close proximity does not imply that one caused the
other, even if it
seems to makes perfect sense.
Rebecca Goldin is Professor of Mathematical Sciences at
George Mason
University and Director of STATS.org. She received her
undergraduate
degree from Harvard University and her Ph.D. from the
Massachusetts
Institute of Technology. She taught at the University of
Maryland as a
National Science Foundation postdoctoral fellow before joining
George
Mason in 2001. Her academic research is in symplectic
geometry, group
actions and related combinatorics. In 2007, she received the
Ruth I.
Michler Memorial Prize, presented by the Association for
Women in
Mathematics. Goldin is supported in part by NSF grant
#1201458.
1/3/20, 10:23 AM
Page 5 of 13
examples of bad statistics. I am still reading your stories with
relish an hour after starting – they
are interesting, fun, thought provoking and at a level I can use
in my intro stat classes this fall.
Thank you for these gems – I am planning to put them to good
use this term.
Reply
statsorg on September 5, 2015 at 8:34 am
Thank you Margaret: We have big expansion plans in the next
year!
Reply
vijay on December 19, 2017 at 4:05 pm
Great!!!!! Very informative and the style of presentation was
extremely beautiful
Reply
Zachary on October 8, 2015 at 4:31 pm
I’m a high school student in a college level Stats course and
reading this has been so interesting.
I’m starting to think about a career in Stats
Reply
statsorg on October 9, 2015 at 6:48 pm
Good for you Zachary! The world needs more statisticians! And
it’s willing to pay too!
Reply
David on March 24, 2016 at 1:41 am
See what you’ve caused!?
Reply
1/3/20, 10:23 AM
Page 6 of 13
Lexi on January 4, 2016 at 10:12 am
This was a great source of information. I’m currently writing an
essay for extra credit and this is
the "rst clear explanation I have found that truly approaches the
topic the way I need. Thank
you so much.
Reply
Mark on January 30, 2016 at 4:19 pm
Dr. Goldin, great piece. Is there a point where the size, scope or
length of time scale of the data
begins to demonstrate such an overwhelming correlation that
cause and e#ect is much more
certain? I’m thinking about this in the context of business,
where most of the decisions we make
each day are based on correlation v. absolute certainty re cause
and e#ect. It seems logical, for
example, that correlations in larger bodies of data over longer
periods of time would be
inherently more reliable and potential more indicative of cause
and e#ect than two quarters of
data. Your thoughts would be greatly appreciated. Thanks!
Reply
Yawning Enthusiast on February 24, 2016 at 1:35 pm
Most readers won’t know the di#erence between causation and
correlation. In fact, many
reporters who use those two words don’t fully understand
either. However, what would be the
proper way to explain that not all smokers su#er from lung
cancer?
Reply
Uzoma on December 17, 2017 at 6:50 am
By doing a controlled experiment
Reply
Uzoma on December 17, 2017 at 7:01 am
1/3/20, 10:23 AM
Page 7 of 13
x causes y if the lagged values of x improve the predectibilty of
the current value of y
Reply
Shanice F-J on May 2, 2016 at 11:20 am
Thank you for your help, the clearest example I’ve seen! I’m
currently working on my
dissertation and this really helped! Thanks
Reply
Shanice F-J on May 2, 2016 at 11:20 am
Thank you for your help, the clearest example I’ve seen! I’m
currently working on my
dissertation and this really helped! Thanks
Reply
ah ha on July 25, 2016 at 5:37 pm
go west"eld, urban ed!!!
Reply
ah ha on July 25, 2016 at 5:37 pm
go west"eld, urban ed!!!
Reply
morfara on November 4, 2016 at 8:12 pm
“If one action causes another, then they are most certainly
correlated. “. Could you please
elaborate a bit more on that, i.e. can one action cause another,
and not be correlated?
Reply
1/3/20, 10:23 AM
Page 8 of 13
Bastard Beard Co on May 13, 2017 at 7:11 am
Right away I am ready to do my breakfast, when having my
breakfast coming over again to read
more news.
Reply
Lisa de Bie on September 19, 2017 at 1:46 pm
Great!
Reply
Lisa de Bie on September 20, 2017 at 4:02 pm
Good!
Reply
Tyler on February 13, 2018 at 3:59 am
Very insightful. Your article will change the way I discuss
Causation vs Correlation. Thank you!
Reply
敋䄋Ρ on March 25, 2018 at 10:45 pm
Thanks for "nally talking about >Causation vs
Correlation <Loved it!
Reply
Sara B on November 6, 2018 at 3:11 am
I know I’m late to the game here, and your post is older, but I
thought I’d mention that the
reporting on the opioid crisis (and its correlation to
prescriptions of opioids to pain patients) is a
1/3/20, 10:23 AM
Page 9 of 13
perfect example of this. In a few years, we will realize that
there is a correlation between the
two, but not causation, and 99.9% of the world has been misled
because they don’t know the
di#erence, and the government has a di#erent agenda than
presenting the facts in a way that
will lead to good policy. Opioid prescribing has been decreasing
since 2010, when ODs have
skyrocketed.
A member of The Alliance for Intractable Pain explains it the
best: “The US CDC publishes a lot
of data on opioid prescribing by physicians and on overdose-
related deaths. But they’ve never
bothered to put the two together. When one does this exercise,
we learn some startling things.
Chief among them is that there is no relationship between State-
by-State rates of opioid
prescribing by doctors, versus rates of overdose-related
mortality. NONE. The chart for 2016 is
a shotgun pattern without trend lines or correlation. The
contribution of medically managed
opioid prescriptions to opioid mortality is so small that it gets
lost in the noise of illegal street
drugs. And this includes both prescriptions used by patients,
and pills diverted by theft or being
given to an under-insured relative. We also learn from the CDC
data that the demographics of
chronic pain and of overdose mortality are almost entirely
di#erent. The “over-prescribing”
narrative doesn’t work and never did. If prescribing was
contributing to overdose deaths, we
would expect to see higher mortality in age groups that receive
more prescriptions. But there is
no such trend. In the past 17 years, death rates in youth and
young adults have skyrocketed
while opioid mortality in people over age 50 has remained
stable at the lowest levels for any
age group. Moreover, the typical initiating substance abuser and
the typical chronic pain patient
are greatly di#erent people. The typical abuser is a young male
who has never seen a doctor,
and who may have a history of mental health issues and family
stress. The typical chronic pain
patient is a woman in her 40s or older. If her life is stable
enough to see a doctor regularly, she
will almost never be a substance abuser. These trends are
summarized and supported with
graphics both on ACSH and in an article in the June 21 edition
of The Crime Report, titled “The
Phony War Against Opioids – Some Inconvenient Truths”.
Readers can google the title to "nd
the article.” https://www.acsh.org/news/2018/11/05/who-telling-
truth-about-prescription-
opioid-deaths-dea-cdc-neither-13569. http://www.atipusa.org
I never wanted to learn about these things until I became a
chronic pain patient threatened
with living my life in agony. But I wish journalists would read
your article and learn about this
too. Thanks….
Reply
1/3/20, 10:23 AM
Page 10 of 13
Trackbacks/Pingbacks
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Copyright © 2014-2020 | Sense About Science USA
1/3/20, 10:23 AM
Page 13 of 13
ALFRED EISENSTAEDT
Email Print
Share
Follow @TIMEHealth
BEHAVIOR
Why Going to Church Can Make You Fat
By Alice Park @aliceparkny March 24, 2011
Maybe it’s all the church socials, but a new study
finds that those who attend religious activities are
more likely to gain weight than those who don’t go to
church as often.
Religious involvement is linked to many positive health
outcomes, such as happiness, lower rates of smoking and
alcohol use, and even a longer life. But research has also
suggested that middle-aged adults who are more religious
are more likely to be obese. Past data have noted only a
correlation between religiosity and weight gain, however;
they did not show whether participating in religious activities
leads to weight gain, or whether overweight
individuals are more likely to seek support in their faith.
So researchers at Northwestern University sought to find out
how attending religious events is associated with
weight gain over time. They analyzed data from the Coronary
Artery Risk Development in Young Adults study,
which followed more than 2,400 people aged 20 to 32 for 18
years. Over that time, the scientists reported at an
American Heart Association conference, people who went to
church or church activities at least once a week were
more than twice as likely as people with no religious
involvement to become obese.
While the study did not tease apart which church activities were
associated with the most weight gain, the authors
speculate that those who attended church were more likely to
have a broader social network, which in turn may
lead to more opportunities to gather over food and drink.
The results also suggest that religious groups could benefit from
targeted diet and exercise programs, says study co-
author Matthew Feinstein, to counteract whatever trends may be
promoting weight gain among church-goers. The
very social forces that may contribute to obesity, in fact, may be
helpful in combating weight gain as well. “What is
exciting, and why I think the overall message of the study is an
optimistic one, is that by virtue of their pre-existing
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1/3/20, 10:30 AM
Page 1 of 5
Alice Park @aliceparkny
Alice Park is a staff writer at TIME and covers health,
medicine, nutrition and
fitness.
Park's latest book is
The Stem Cell Hope:
How Stem Cell
Medicine Can Change
Our Lives.
infrastructure and social support networks, religious groups and
organizations are pretty well suited to enact health
interventions for diet and exercise in a pretty efficient and
effective manner,” says Feinstein, a fourth-year medical
student at Northwestern. “They have a natural built-in support
and follow up system which is extremely important
in creating sustainable lifestyle changes.”
In fact, he and other colleagues have been working with a
church on Chicago’s west side using education and
nutrition education to address problems of obesity in the
congregation. Other studies have supported the power of
church-based health interventions, and church-goers are already
known to have better overall and mental health
than non-churchgoers. “Obesity is just one area where there is
more room for improvement, to better health
outcomes,” says Feinstein.
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  • 1. W E L L N E S S One Can Of Soda A Day Raises Diabetes Risk, Study Suggests 0 4 / 2 5 / 2 0 1 3 0 9 : 4 5 a m E D T | U p d a t e d J u n e 2 5 , 2 0 1 3 blue aluminum can closeup with... By: Rachael Rettner, MyHealthNewsDaily Senior Writer Published: 04/24/2013 06:05 PM EDT on MyHealthNewsDaily 1/3/20, 10:00 AM Page 1 of 13 Drinking just one 12-ounce soda a day may increase the risk of Type 2 diabetes, a new study from Europe suggests. In the study, people who drank a 12-ounce sugar-sweetened soda daily were 18 percent more likely to develop Type 2 diabetes over a 16-year period compared with those who did not consume soda. And people who drank two sodas daily were 18 percent more likely to have a stroke than those who drank one; those who drank three sodas daily saw the same risk increase compared with those who drank two, and so on. THE ESSENTIAL GUIDE TO TAKING CARE OF YOUR MIND AND BODY
  • 2. Subscribe to HuffPost’s wellness email [email protected] S U B S C R I B E 1/3/20, 10:00 AM Page 2 of 13 The results held even after the researchers took into account risk factors for Type 2 diabetes such as age and physical activity levels, body mass index (BMI) and the total daily calorie intake. The findings agree with earlier studies in the United States, which found daily soda consumption increased the risk of Type 2 diabetes by 25 percent. However, the study found only an association, and cannot prove soda consumption causes Type 2 diabetes. It's possible other factors not accounted for by the study influenced the disease risk. In addition, participants answered questions about their diet just once at the study's start, and it's possible they changed their diets over time, the researchers said. › Best Small Dog Breeds › Latest Sleep Apnea Devices › Top 5 Suvs To Buy
  • 3. Sponsored by 1/3/20, 10:00 AM Page 3 of 13 The researchers analyzed information from about 12,000 people who developed Type 2 diabetes between 1991 and 2007, and a randomly selected group of about 15,000 people, most of whom did not develop diabetes. All participants were taking part in a larger study looking into the interaction between diet, environmental factors and the risk of cancer and chronic diseases conducted in eight European countries. People who drank one or more glasses of sugar-sweetened soda a day were about 30 percent more likely to develop Type 2 diabetes than those who drank less than one glass a month. Because the link between sugar-sweetened soda and Type 2 diabetes was independent of BMI (an indicator of obesity level) and calorie intake, this finding suggests that other factors, such as the spike in blood sugar people experience when they drink soda, may play a role in the risk, the researchers said. › Best Small Dog Breeds › Best Cruises for Seniors ›
  • 4. Top 5 Suvs To Buy Sponsored by 1/3/20, 10:00 AM Page 4 of 13 People who drank diet soda were also at increased risk for developing Type 2 diabetes during the study compared with those who drank no soda. However, when the researchers took into account participants' BMI and total energy intake, the increased risk disappeared. This finding suggests that the link between diet soda and diabetes risk was driven by participants' weight: People who are obese, and thus already at risk for Type 2 diabetes, tend to report higher consumption of diet drinks. Healthy food choices (such as eating plenty of fruits and vegetables), daily exercise and weight loss can help prevent Type 2 diabetes, or slow the progress of the disease in those with prediabetes, according to the Mayo Clinic. The new study is published today (April 24) in the journal Diabetologia. Pass it on: Consumption of sugar-sweetened soda is linked to an increased risk of Type 2 diabetes. › Best Small Dog Breeds › Best Cruises for
  • 5. Seniors › Top 5 Suvs To Buy Sponsored by 1/3/20, 10:00 AM Page 5 of 13 Suggest a correction M O R E : H E A LT H Y L I V I N G S O D A - D I A B E T E S V I D E O Follow Rachael Rettner @RachaelRettner. Follow MyHealthNewsDaily @MyHealth_MHND, Facebook & Google+. Originally published on MyHealthNewsDaily. Lose Weight Smartly: 7 Little-Known Tricks that Shave Pounds 9 Snack Foods: Healthy or Not? 6 Easy Ways to Eat More Fruits and Vegetables Copyright 2013 MyHealthNewsDaily, a TechMediaNetwork company. All rights reserved. This material may not be published, broadcast, rewritten or redistributed. Soda Health Risks S E E G A L L E R Y
  • 6. Doctor: “Doing This Every Morning Can Snap Back Sagging Skin 1/3/20, 10:00 AM Page 6 of 13 Beverly Hills MD Dermal Repair Complex Supplement | Sponsored (No Creams Needed)” MORE IN WELLNESS This Is Your Body On Intermittent Fasting This Comic Is The Encouragement You Need To Try Therapy 20 Ways To Be A Happier Person In 2020, According To Therapists MORE IN LIFE 1/3/20, 10:00 AM Page 7 of 13 F O O D & D R I N K 5 Remarkably Healthy Ingredients You Should Be Eating In 2020 S T Y L E & B E A U T Y
  • 7. How To Wear ‘Little Women’-Inspired Fashion, But Make It 2020 1/3/20, 10:00 AM Page 8 of 13 M O N E Y Need To Return A Gift? These Stores Have The Best And Worst Policies W E L L N E S S 6 Things To Let Go Of If You Want To Be A Tiny Bit Happier This Year 1/3/20, 10:00 AM Page 9 of 13 F O O D & D R I N K Nutritionists Pick The Best Salads From The Major Salad Chains 1/3/20, 10:00 AM Page 10 of 13 R E L AT I O N S H I P S 6 New Year’s Resolutions That Will Improve Your
  • 8. Relationship In 2020 F O O D & D R I N K Our Ultimate Roundup Of Meal Kit Reviews, So You Can Find The Right One For You 1/3/20, 10:00 AM Page 11 of 13 NEWS POLITICS ENTERTAINMENT LIFE COMMUNITIES HUFFPOST PERSONAL VIDEO NEWSLETTERS H U F F P O S T F I N D S The Best Planners, Calendars And Journals For 2020 To Keep You On Track HUFFPOST ABOUT US ADVERTISE ABOUT OUR ADS 1/3/20, 10:00 AM Page 12 of 13 ADVERTISE ABOUT OUR ADS
  • 9. CONTACT US RSS FAQ CAREERS ARCHIVE USER AGREEMENT PRIVACY POLICY COMMENT POLICY HUFFPOST PRESS ROOM COUPONS Privacy dashboard Part of Hu!Post Wellness. ©2020 Verizon Media. All rights reserved. 1/3/20, 10:00 AM Page 13 of 13 Chamberlain College of Nursing NR305 Health Assessment Lifestyle and Health Practices Profile NOTE: Please do NOT remove any of the text on this form. Do NOT use any other form but this one. Fill it in and submit in its entirety to aid in its grading. Your Name: Date: Your Instructor’s Name: Purpose: This assignment is to help you gain insight regarding the influence of an individual’s lifestyle and health-related practices, on their opportunities for health promotion. You are to obtain a lifestyle and health practices profile using yourself as the client, and then practice analyzing the data to formulate a health promotion nursing diagnosis. Disclaimer: When completing a Lifestyle and Health Profile on an actual client, it is essential that the information is accurate and all areas are addressed. **Please note that for this assignment, a few sections containing sensitive information have been marked optional.** This assignment will only be
  • 10. shared for academic-related purposes, and will not be seen by your classmates. However, if you wish to leave any of the areas marked “option to not respond” blank, points will not be deducted. All areas not marked as optional must be completed for full credit. Contact your visiting professor if you have any questions or concerns. Directions: Refer to the Personal Life and Health Practices Profile guidelines and grading rubric found in Course Resources to complete the information below. This assignment is worth 200 points. Type your answers on this form. Click Save as and save the file with the assignment name and your last name, e.g., “NR305_Week2_Personal_ Lifestyle_Form_Smith”. When you are finished, submit the form to the Life and Health Practices Profile Dropbox by the deadline indicated in your guidelines. Post questions in the Q & A Forum or contact your instructor if you have questions about this assignment. 1: Complete the Life and Health Practices Profile (130 Points) Complete the Life and Health Practices Profile below, using yourself as the client. Please document your responses professionally, as you would in a client’s actual health record. Provide enough information to have answered the questions completely. For clarity, write full sentences in your documentation. All questions in each section must be addressed, except for those indicated as optional. If a question does not apply to you, please indicate this in the findings as “N/A”. Lifestyle and Health Practices Profile Description of Typical Day Findings Briefly describe your typical daily routine from the time you wake up until bedtime. Nutrition and Weight Management Questions Findings
  • 11. What do you eat in a typical day? What type of foods do you prefer, how often do you eat throughout the day, and about how much do you eat? Do you eat out frequently, or mainly prepare meals at home? If you eat out, what type of restaurants do you usually eat at? Do you tend to eat only when hungry? Have you noticed if your eating habits change when you are stressed, bored, or depressed? Who typically purchase and prepares the food you eat? What type of fluids do you usually drink? How much? Activity and Exercise Questions Findings Describe your daily activity patterns. Do you follow an exercise plan? If yes, what types of exercise, for what duration, and how often? Do you have physical limitations that do not allow you to follow a moderately strenuous exercise program? **option to not respond** What type of activities do you enjoy for recreation and leisure? Sleep and Rest Questions Findings Describe your typical sleeping patterns.
  • 12. Do you have trouble falling asleep? About how many hours of sleep do you get each night? Do you typically feel well-rested during the day? Do you nap during the day? How often and for how long? Do you have routine at night that helps you fall asleep? Substance Use Questions Findings How much alcohol do you consume on the average? **option to not respond** Do you consume beverages containing caffeine? If so, how often and how much? Do you currently or have you ever smoked or used any form nicotine products? For how long? How many packs per week? Tell me about any past efforts to quit. Have you ever taken a medication that was not prescribed to you? If so, explain. Do you currently use, or have you ever used, recreational drugs? If so, describe. **option to not respond** Do you take vitamins or herbs or any other supplements? If so, what are they? Self-Care Questions Findings Describe your best talents and abilities?
  • 13. How do you feel about yourself? Your appearance? What are some examples of activities you do to keep yourself safe and healthy? Or to prevent disease? (i.e., I apply sunscreen to prevent skin cancer.) Do you practice safe sex? *option to not respond** How often do you schedule routine medical check-ups and screenings? How often do you visit the dentist? How often do you schedule a vision screening? Social Questions Findings What do you do to relax? With whom do you socialize frequently? Are you involved in community activities? Do you feel like you have enough time to socialize? What do you consider to be your contribution to society? Relationship Questions Findings Who are the most important people in your life? Describe their relationship to you.
  • 14. What was it like growing up in your family? If applicable, describe any relationship you have with a spouse or significant other. **option to not respond** If applicable, describe the relationship you have with your children. **option to not respond** If applicable, describe your relationship with your in-laws. **option to not respond** Do you have any pets? Describe your role in your family. Values and Beliefs Questions Findings What is most important to you in life? What do you hope to accomplish in your lifetime? Do you currently affiliate with a religion? Is this important to you? **option to not respond** What gives you strength and hope? Education and Work Questions Findings Tell me about your educational background. Do you have future educational goals or plans?
  • 15. If applicable, tell me about your work. What are your responsibilities? Do you enjoy your work? Describe your relationship with your co-workers. Do you experience work-related stress? Does your current income meet your needs? **option to not respond** Stress and Coping Questions Findings Describe what makes you feel angry. How would you describe your stress level, overall? What do you do to manage anger and/or stress? Where do you turn for assistance in times of crisis? Environment Questions Findings Have you identified any risks in your home or neighborhood, or at your job? Are there risks associated with any of your leisure or recreational activities? What type of precautions do you take related to potential environmental hazards? (i.e., I wear a respirator mask in the factory where I work.)
  • 16. Do you believe you are at risk of becoming a victim of violence? If yes, please explain. **option to not respond** End of Profile. Please continue this assignment by answering the questions below. 2. Reflect on this experience (15 points) The questions you answered in this profile are similar to those asked by nurses in practice settings every day. In 1-2 paragraphs, describe how it felt to put yourself in the client’s shoes. Did you feel vulnerable? Were some of the questions difficult to answer? Did you wonder why certain questions needed to be asked? Include some specific examples in your discussion. 3. Analyze your responses (45 points) Carefully review your responses in the profile. In 1-2 paragraphs, provide an overall summary of the findings. Then, describe at least 2 opportunities you have identified for seeking a higher level of health. Provide some detail as to what prompted you to make your selections. 4. Write one health promotion nursing diagnosis (10 points) Based on your analysis in #3, write one health promotion nursing diagnosis. (Use the formula: “Readiness for enhanced ______ related to ________.”)
  • 17. NR305_W2_Personal_Lifestyle_Form Rev. 8/2018 KC 1 Chamberlain College of Nursing NR 305 Health Assessment NR305_ W2 _ Personal _ Lifestyle _Form Rev. 8/2018 KC 1 Life style and Health Practices Profile NOTE: Please do NOT remove any of the text on this form. Do NOT use any other form but this one. Fill it in and submit in its entirety to aid in its grading.
  • 18. Your Name: Date: Your Instructor’s Name: Purpose: This assignment is to help you gain insight regarding the influence of an individual’s lifestyle and health - related practices, on their oppor tunities for health promotion . You are to obtain a lifestyle and health practices profile using yourself as the client, and then practice analyzing the data to formulate a health promotion nursing diagnosis. Disclaimer : When completing a Lifestyle and Hea lth Profile on an actual client, it is essential that the information is accurate
  • 19. and all areas are addressed . ** Please n ote that for this assignment , a few sections containing sensitive information have been marked optional. ** This assignment will only be shared for academic - related purposes , and will not be seen by your classmates . However, i f you wish to leave any of the areas marked “ option to not respond”
  • 20. blank, points will not be deducted. All areas not marked as optional must be completed for full credit. Contact your visiting professor if you have any questions or concerns. Directions : Refer to the Personal Life and Health Practices Profile guidelines and grading rubric found in Course Resources to complete the information below. This assignment is worth 200 points. Type yo ur answers on this form. Click Save as and save the file with the assignment name and your last name, e.g., “NR305_ W eek 2_Personal _ Lifestyle _Form_Smith” .
  • 21. When you are finished, submit the form to the Life and Health Practices Profile Dropbox by the deadline indicated in your guidelines. Post questions in the Q & A Forum or contact your instructor if you have questions about this assignment. 1: Complete the Life and Health Practi ces Profile (130 Points) Complete the Life and Health Practices Profile below, using yourself as the client . Please document your responses professionally, as you would in a client’s actual health record. Provide enough information to have answered the que stions completely. For clarity, write full sentences in your documentation.
  • 22. All questions in each section must be addressed , except for those indicated as optional. If a question does not apply to you, please indicate this in the findings as “ N/A ” . Chamberlain College of Nursing NR305 Health Assessment NR305_W2_Personal_Lifestyle_Form Rev. 8/2018 KC 1 Lifestyle and Health Practices Profile NOTE: Please do NOT remove any of the text on this form. Do NOT use any other form but this one. Fill it in and submit in its entirety to aid in its grading. Your Name: Date: Your Instructor’s Name: Purpose: This assignment is to help you gain insight regarding the influence of an individual’s lifestyle and health-related practices, on their opportunities for health promotion. You are to obtain a lifestyle and health practices profile using yourself as the client, and then practice analyzing the data to formulate a health promotion nursing diagnosis. Disclaimer: When completing a Lifestyle and Health Profile on an actual client, it is essential that the information is accurate and all areas are addressed. **Please note that for this assignment, a few sections containing sensitive information have been marked optional.** This assignment will only be shared for academic-related purposes, and will not be seen by
  • 23. your classmates. However, if you wish to leave any of the areas marked “option to not respond” blank, points will not be deducted. All areas not marked as optional must be completed for full credit. Contact your visiting professor if you have any questions or concerns. Directions: Refer to the Personal Life and Health Practices Profile guidelines and grading rubric found in Course Resources to complete the information below. This assignment is worth 200 points. Type your answers on this form. Click Save as and save the file with the assignment name and your last name, e.g., “NR305_Week2_Personal_ Lifestyle_Form_Smith”. When you are finished, submit the form to the Life and Health Practices Profile Dropbox by the deadline indicated in your guidelines. Post questions in the Q & A Forum or contact your instructor if you have questions about this assignment. 1: Complete the Life and Health Practices Profile (130 Points) Complete the Life and Health Practices Profile below, using yourself as the client. Please document your responses professionally, as you would in a client’s actual health record. Provide enough information to have answered the questions completely. For clarity, write full sentences in your documentation. All questions in each section must be addressed, except for those indicated as optional. If a question does not apply to you, please indicate this in the findings as “N/A”. J ournalists are constantly being reminded that “correlation doesn’t implycausation;” yet, con!ating the two remains one of the most common errors in
  • 24. news reporting on scienti"c and health-related studies. In theory, these are easy to Causation vs Correlation by Rebecca Goldin | Aug 19, 2015 | Causality, Correlation is not causation, Savvy stats reporting | 23 comments Select Page a ! " # $ 1/3/20, 10:23 AM Page 1 of 13 distinguish—an action or occurrence can cause another (such as smoking causes lung cancer), or it can correlate with another (such as smoking is correlated with high alcohol consumption). If one action causes another, then they are most certainly correlated. But just because two things occur together does not mean that one caused the other, even if it seems to make sense. Unfortunately, intuition can lead us astray when it comes to distinguishing
  • 25. between the two. For example, eating breakfast has long been correlated with success in school for elementary school children. It would be easy to conclude that eating breakfast causes students to be better learners. Is this a causal relationship —does breakfast by itself create better students? Or is it only a correlation: perhaps not having breakfast correlates highly with other challenges in kids’ lives that make them poorer students, such as less educated parents, worse socio- economic status, less focus on school at home, and lower expectations. It turns out that kids who don’t eat breakfast are also more likely to be absent or tardy—and absenteeism plays a signi"cant role in their poor performance. This may lead one to believe that there is not a causal relationship. Yet breakfast may encourage kids to come to school (and on-time), which then improves their performance in school, and so perhaps encourages attendance, which then results in better performance. In a recent literature review, there were mixed results suggesting that the advantages of breakfast depend on the population, the type of breakfast provided, and the measurement of “bene"t” for the kids. Breakfast seems to have an overall positive impact on cognitive performance, especially memory tasks and focus. Not surprisingly, the bene"t seems greater for kids who are undernourished. But the clear message here is that a causal
  • 26. relationship has been extremely hard to establish, and remains in question. Many studies are designed to test a correlation, but cannot possibly lead us to a causal conclusion; and yet, obvious “reasons” for the correlation abound, tempting us toward a potentially incorrect conclusion. People learn of a study showing that “girls who watch soap operas are more likely to have eating disorders”— a correlation between soap opera watching and eating disorders— but then they incorrectly conclude that watching soap operas gives girls eating disorders. It is entirely possible that girls who are prone to eating disorders are also attracted to soap operas. There are several reasons why common sense conclusions about cause and e#ect 1/3/20, 10:23 AM Page 2 of 13 might be wrong. Correlated occurrences may be due to a common cause. For example, the fact that red hair is correlated with blue eyes stems from a common genetic speci"cation that codes for both. A correlation may also be observed when there is causality behind it—for example, it is well established that cigarette smoking not only correlates with lung cancer but actually
  • 27. causes it. But in order to establish cause, we have to rule out the possibility that smokers are more likely to live in urban areas, where there is more pollution—and any other possible explanation for the observed correlation. In many cases, it seems obvious that one action causes another; however, there are also many cases when it is not so clear (except perhaps to the already- convinced observer). In the case of soap-opera watching anorexics, we can neither exclude nor embrace the hypothesis that the television is a cause of the problem— additional research would be needed to make a convincing argument for causality. Another hypothesis might be that girls inclined to su#er poor body image are drawn to soap operas on television because it satis"es some need related to their poor body image. Or it could be that neither causes the other, but rather there is a common trait—say, an overemphasis on appearance in the girls’ environment— that causes both an interest in soap operas and an inclination to develop eating disorders. None of these hypotheses are tested in a study that simply asks who is watching soaps and who is developing eating disorders, and "nding a correlation between the two. How, then, does one ever establish causality? This is one of the most daunting challenges of public health professionals and pharmaceutical
  • 28. companies. The most e#ective way of doing this is through a controlled study. In a controlled study, two groups of people who are comparable in almost every way are given two di#erent sets of experiences (such one group watching soap operas and the other game shows), and the outcome is compared. If the two groups have substantially di#erent outcomes, then the di#erent experiences may have caused the di#erent outcome. There are obvious ethical limits to controlled studies: it would be problematic to take two comparable groups and make one smoke while denying cigarettes to the other in order to see if cigarette smoking really causes lung cancer. This is why epidemiological (or observational) studies are so important. These are studies in which large groups of people are followed over time, and their behavior and 1/3/20, 10:23 AM Page 3 of 13 outcome is also observed. In these studies, it is extremely di$cult (though sometimes still possible) to tease out cause and e#ect, versus a mere correlation. Typically, one can only establish a causal relationship if the e#ects are extremely
  • 29. notable and there is no reasonable explanation that challenges causality. This was the case with cigarette smoking, for example. At the time that scientists, industry trade groups, activists and individuals were debating whether the observed correlation between heavy cigarette smoking and lung cancer was causal or not, many other hypotheses were considered (such as sleep deprivation or excessive drinking) and each one dismissed as insu$ciently describing the data. It is now a widespread belief among scientists and health professionals that smoking does indeed cause lung cancer. When the stakes are high, people are much more likely to jump to causal conclusions. This seems to be doubly true when it comes to public suspicion about chemicals and environmental pollution. There has been a lot of publicity over the purported relationship between autism and vaccinations, for example. As vaccination rates went up across the United States, so did autism. And if you splice the data in just the right way, it looks like some kids with autism have had more vaccinations. However, this correlation (which has led many to conclude that vaccination causes autism) has been widely dismissed by public health experts. The rise in autism rates is likely to do with increased awareness and diagnosis, or one of many other possible factors that have changed over the past 50 years.
  • 30. Language further contorts the distinction, as some media outlets use words that imply causality without saying it. A recent example in Oklahoma occurred when its Governor, Mary Fallin, said there was a “direct correlation” between a recent increase in earthquakes and wastewater disposal wells. She would have liked to say that the wells caused the earthquakes, but the research only shows a correlation. Rather than misspeak, she embellished “correlation” with “direct” so that it sounds causal. At times, a correlation does not have a clear explanation, and at other times we "ll in the explanation. A recent news story reports that housing prices in D.C. correlate with reading pro"ciency. Many stories can be crafted to explain the phenomenon, but most people would be reluctant to conclude that a child’s reading pro"ciency could cause the price of their house to be higher or lower, or vice-versa. In contrast, a news story reporting that “30 years of research found a 1/3/20, 10:23 AM Page 4 of 13 23 Comments Margaret Gorlin on September 3, 2015 at 1:20 pm
  • 31. I discovered your stat stories this morning while poking around the internet looking for good positive correlation between family involvement and a student’s academic success” in Florida feels like it has the weight of causality. The big di#erence between these two di#erent correlations is our own belief in a likely mechanism for family to contribute to better grades. In general, we should all be wary of our own bias: we like explanations. The media often concludes a causal relationship among correlated observances when causality was not even considered by the study itself. Without clear reasons to accept causality, we should only accept the existence of a correlation. Two events occurring in close proximity does not imply that one caused the other, even if it seems to makes perfect sense. Rebecca Goldin is Professor of Mathematical Sciences at George Mason University and Director of STATS.org. She received her undergraduate degree from Harvard University and her Ph.D. from the Massachusetts Institute of Technology. She taught at the University of Maryland as a National Science Foundation postdoctoral fellow before joining George Mason in 2001. Her academic research is in symplectic geometry, group
  • 32. actions and related combinatorics. In 2007, she received the Ruth I. Michler Memorial Prize, presented by the Association for Women in Mathematics. Goldin is supported in part by NSF grant #1201458. 1/3/20, 10:23 AM Page 5 of 13 examples of bad statistics. I am still reading your stories with relish an hour after starting – they are interesting, fun, thought provoking and at a level I can use in my intro stat classes this fall. Thank you for these gems – I am planning to put them to good use this term. Reply statsorg on September 5, 2015 at 8:34 am Thank you Margaret: We have big expansion plans in the next year! Reply vijay on December 19, 2017 at 4:05 pm Great!!!!! Very informative and the style of presentation was extremely beautiful Reply Zachary on October 8, 2015 at 4:31 pm
  • 33. I’m a high school student in a college level Stats course and reading this has been so interesting. I’m starting to think about a career in Stats Reply statsorg on October 9, 2015 at 6:48 pm Good for you Zachary! The world needs more statisticians! And it’s willing to pay too! Reply David on March 24, 2016 at 1:41 am See what you’ve caused!? Reply 1/3/20, 10:23 AM Page 6 of 13 Lexi on January 4, 2016 at 10:12 am This was a great source of information. I’m currently writing an essay for extra credit and this is the "rst clear explanation I have found that truly approaches the topic the way I need. Thank you so much. Reply Mark on January 30, 2016 at 4:19 pm
  • 34. Dr. Goldin, great piece. Is there a point where the size, scope or length of time scale of the data begins to demonstrate such an overwhelming correlation that cause and e#ect is much more certain? I’m thinking about this in the context of business, where most of the decisions we make each day are based on correlation v. absolute certainty re cause and e#ect. It seems logical, for example, that correlations in larger bodies of data over longer periods of time would be inherently more reliable and potential more indicative of cause and e#ect than two quarters of data. Your thoughts would be greatly appreciated. Thanks! Reply Yawning Enthusiast on February 24, 2016 at 1:35 pm Most readers won’t know the di#erence between causation and correlation. In fact, many reporters who use those two words don’t fully understand either. However, what would be the proper way to explain that not all smokers su#er from lung cancer? Reply Uzoma on December 17, 2017 at 6:50 am By doing a controlled experiment Reply Uzoma on December 17, 2017 at 7:01 am
  • 35. 1/3/20, 10:23 AM Page 7 of 13 x causes y if the lagged values of x improve the predectibilty of the current value of y Reply Shanice F-J on May 2, 2016 at 11:20 am Thank you for your help, the clearest example I’ve seen! I’m currently working on my dissertation and this really helped! Thanks Reply Shanice F-J on May 2, 2016 at 11:20 am Thank you for your help, the clearest example I’ve seen! I’m currently working on my dissertation and this really helped! Thanks Reply ah ha on July 25, 2016 at 5:37 pm go west"eld, urban ed!!! Reply ah ha on July 25, 2016 at 5:37 pm go west"eld, urban ed!!!
  • 36. Reply morfara on November 4, 2016 at 8:12 pm “If one action causes another, then they are most certainly correlated. “. Could you please elaborate a bit more on that, i.e. can one action cause another, and not be correlated? Reply 1/3/20, 10:23 AM Page 8 of 13 Bastard Beard Co on May 13, 2017 at 7:11 am Right away I am ready to do my breakfast, when having my breakfast coming over again to read more news. Reply Lisa de Bie on September 19, 2017 at 1:46 pm Great! Reply Lisa de Bie on September 20, 2017 at 4:02 pm Good! Reply
  • 37. Tyler on February 13, 2018 at 3:59 am Very insightful. Your article will change the way I discuss Causation vs Correlation. Thank you! Reply 敋䄋Ρ on March 25, 2018 at 10:45 pm Thanks for "nally talking about >Causation vs Correlation <Loved it! Reply Sara B on November 6, 2018 at 3:11 am I know I’m late to the game here, and your post is older, but I thought I’d mention that the reporting on the opioid crisis (and its correlation to prescriptions of opioids to pain patients) is a 1/3/20, 10:23 AM Page 9 of 13 perfect example of this. In a few years, we will realize that there is a correlation between the two, but not causation, and 99.9% of the world has been misled because they don’t know the di#erence, and the government has a di#erent agenda than presenting the facts in a way that will lead to good policy. Opioid prescribing has been decreasing since 2010, when ODs have skyrocketed.
  • 38. A member of The Alliance for Intractable Pain explains it the best: “The US CDC publishes a lot of data on opioid prescribing by physicians and on overdose- related deaths. But they’ve never bothered to put the two together. When one does this exercise, we learn some startling things. Chief among them is that there is no relationship between State- by-State rates of opioid prescribing by doctors, versus rates of overdose-related mortality. NONE. The chart for 2016 is a shotgun pattern without trend lines or correlation. The contribution of medically managed opioid prescriptions to opioid mortality is so small that it gets lost in the noise of illegal street drugs. And this includes both prescriptions used by patients, and pills diverted by theft or being given to an under-insured relative. We also learn from the CDC data that the demographics of chronic pain and of overdose mortality are almost entirely di#erent. The “over-prescribing” narrative doesn’t work and never did. If prescribing was contributing to overdose deaths, we would expect to see higher mortality in age groups that receive more prescriptions. But there is no such trend. In the past 17 years, death rates in youth and young adults have skyrocketed while opioid mortality in people over age 50 has remained stable at the lowest levels for any age group. Moreover, the typical initiating substance abuser and the typical chronic pain patient are greatly di#erent people. The typical abuser is a young male who has never seen a doctor, and who may have a history of mental health issues and family stress. The typical chronic pain patient is a woman in her 40s or older. If her life is stable enough to see a doctor regularly, she
  • 39. will almost never be a substance abuser. These trends are summarized and supported with graphics both on ACSH and in an article in the June 21 edition of The Crime Report, titled “The Phony War Against Opioids – Some Inconvenient Truths”. Readers can google the title to "nd the article.” https://www.acsh.org/news/2018/11/05/who-telling- truth-about-prescription- opioid-deaths-dea-cdc-neither-13569. http://www.atipusa.org I never wanted to learn about these things until I became a chronic pain patient threatened with living my life in agony. But I wish journalists would read your article and learn about this too. Thanks…. Reply 1/3/20, 10:23 AM Page 10 of 13 Trackbacks/Pingbacks 1. Na pressa, prefeitura paulistana pode confundir correlação com causalidade | Café Expresso - […] Outro artigo interessante, desta vez em inglês: Causation vs Correlation. […] 2. Guns and Gun Crime – A Logical Stance | Objectively Argumentative - […] Looks pretty terrible, right? I’m personally never leaving my house again, after seeing this… First, we need to recognize…
  • 40. 3. A Closer Look: Eating Disorders and Autism | Culturing Diversity - […] disorders: Autism Spectrum Disorders (ASD) and Eating Disorders (ED). The data is only correlative thus far, but o#ers the… 4. Week in review – science edition | Climate Etc. - […] Causation vs Correlation: Most get this wrong. [link] […] 5. Week in review – science edition – Web-Log9 - […] Causation vs Correlation: Most get this wrong. [link] […] 6. Reasoning | PHI169 – Critical Reasoning - […] http://www.stats.org/causation-vs-correlation/ […] 7. Taking Antidepressants While Pregnant Might Make Kids More Prone To Depression, & Here's What You Need To Know - Romper - Self Help Education Arena - […] serotonin reuptake inhibitors) — exposure in utero to a later risk of depression. However, correlation does not imply causation.… 8. New look at old U of M study casts doubt on heart-healthy claims for low-fat diet - MinnPost | Healthy Tips Information - […] "nding of an increased risk of death among older individuals on the low- fat diet regimen re!ects a correlation, not…
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  • 44. are often unknown and not symptomatic until the vaccine injury triggers a cascade of problems. Correlation does not necessarily equal causation; please… 26. The Inaccuracies of Stop Mandatory Vaccination’s Claims Part 1 – On The Fence About Vaccines - […] are often unknown and not symptomatic until the vaccine injury triggers a cascade of problems. Correlation does not necessarily equal causation; please… 27. The Calcium Myth – Greg Ux - […] and Type I diabetes in wealthy countries. While in science it is important to remember that correlation does not… 1/3/20, 10:23 AM Page 12 of 13 28. Causation, Correlation, And The Perfection Of Science | sciencepolice2010 - […] Director of STATS.org, a professor of mathematical sciences, wrote in Causation vs Correlation, how journalists and others have the… 29. How to spot misleading statistics in the newsNewslanes - […] is a classic case of correlation not being the same as causation. The introduction of baby boxes and the…
  • 45. 30. Library Link of the Day: Numbers in the news? Make sure you don’t fall for these 3 statistical tricks | Paci"c Grove Uni"ed School District - […] is a classic case of correlation not being the same as causation. The introduction of baby boxes and the decrease… This site uses Akismet to reduce spam. Learn how your comment data is processed. < Copyright © 2014-2020 | Sense About Science USA 1/3/20, 10:23 AM Page 13 of 13 ALFRED EISENSTAEDT Email Print Share Follow @TIMEHealth BEHAVIOR Why Going to Church Can Make You Fat By Alice Park @aliceparkny March 24, 2011 Maybe it’s all the church socials, but a new study finds that those who attend religious activities are
  • 46. more likely to gain weight than those who don’t go to church as often. Religious involvement is linked to many positive health outcomes, such as happiness, lower rates of smoking and alcohol use, and even a longer life. But research has also suggested that middle-aged adults who are more religious are more likely to be obese. Past data have noted only a correlation between religiosity and weight gain, however; they did not show whether participating in religious activities leads to weight gain, or whether overweight individuals are more likely to seek support in their faith. So researchers at Northwestern University sought to find out how attending religious events is associated with weight gain over time. They analyzed data from the Coronary Artery Risk Development in Young Adults study, which followed more than 2,400 people aged 20 to 32 for 18 years. Over that time, the scientists reported at an American Heart Association conference, people who went to church or church activities at least once a week were more than twice as likely as people with no religious involvement to become obese. While the study did not tease apart which church activities were associated with the most weight gain, the authors speculate that those who attended church were more likely to have a broader social network, which in turn may lead to more opportunities to gather over food and drink. The results also suggest that religious groups could benefit from targeted diet and exercise programs, says study co- author Matthew Feinstein, to counteract whatever trends may be promoting weight gain among church-goers. The very social forces that may contribute to obesity, in fact, may be helpful in combating weight gain as well. “What is
  • 47. exciting, and why I think the overall message of the study is an optimistic one, is that by virtue of their pre-existing SUBSCRIBE Most Popular 1 2 3 4 5 Follow @TIME 16.5M followers POPULAR AMONG SUBSCRIBERS Japan's Booming Sex Niche: Elder Porn Young Kids, Old Bodies Benedict Cumberbatch Talks Secrets, Leaks, and Sherlock Obama's Trauma Team Get all access to digital and print SUBSCRIBE FROM HEALTH & FAMILY 5 Things You Should Know About Chicken Pox and
  • 48. Shingles 13 Reasons Tea Is Good for You Babies on the Bottle: How Long Is Too Long? Boy or Girl? Change Your Diet, Micromanage Sex — and Other Pregnancy Myths ‘Baby Fever’ Is a Real Emotion, and Men Get It Too FROM TIME.COM CONNECT WITH TIME Like 12M Tweet Like 3.4K Share Save Read Later ! Sign In Subscribe 1/3/20, 10:30 AM Page 1 of 5 Alice Park @aliceparkny Alice Park is a staff writer at TIME and covers health, medicine, nutrition and fitness. Park's latest book is The Stem Cell Hope: How Stem Cell
  • 49. Medicine Can Change Our Lives. infrastructure and social support networks, religious groups and organizations are pretty well suited to enact health interventions for diet and exercise in a pretty efficient and effective manner,” says Feinstein, a fourth-year medical student at Northwestern. “They have a natural built-in support and follow up system which is extremely important in creating sustainable lifestyle changes.” In fact, he and other colleagues have been working with a church on Chicago’s west side using education and nutrition education to address problems of obesity in the congregation. Other studies have supported the power of church-based health interventions, and church-goers are already known to have better overall and mental health than non-churchgoers. “Obesity is just one area where there is more room for improvement, to better health outcomes,” says Feinstein. You May Like If You Have an iPhone, This Star Trek Game is Highly Addictive Download Star Trek Fleet Command | Sponsored Recommended by 1/3/20, 10:30 AM Page 2 of 5 Here’s the Perfect Thing to Say When Someone Is Rude TIME
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