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A distant love that waits to be together, is by far the most difficult relationship. It's like lighting a candle, and adoring the long flame and robust glow. Until time sets in like wax, overflowing deeper and deeper into the wick, leaving a sparse flame struggling to live. This is where most distant relationships fade, with the wax smothering the flame. This kind of relationship takes patience, hope, unconditional love, trust and strength, all centered around God. If the flame endures to the end, and the two come together, only then will it feel as if the candle was tipped and all the wax came pouring out, when the flame is revived, long and glowing again.
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Anthony Liccione
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Ideas and statutes that live only in disembodied intellect are fragile, easily manipulated by both sides in a debate. This is as true of European "sustainability" regulations as it is for Amazonian súmac káusai removed from its forest home. Knowledge gained through extended bodily relationship with the forest, including the forest's human communities, is more robust.
... There is truth that cannot be accessed through intellect alone, especially intellect that is not aware of local ecological variations.
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David George Haskell (The Songs of Trees: Stories from Nature's Great Connectors)
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I realised something else tonight. Something about pancakes.’
‘What about them?’
‘We both got so obsessed about that first pancake being thrown away that we forgot something really important,’ Max explained. ‘That first pancake tastes just as good as all the other ones. It’s not its fault that it was first in line and the pan wasn’t hot enough so it got a bit lumpy and misshapen.’
‘And when you’re really famished that first pancake tastes better than all the ones that come after it,’ Neve said, and then she couldn’t wait any longer. Her arms were around Max before she’d even finished forming the thought, but his arms were around her too in that exact same moment.
Just having him there to hold, warm and solid and real, was enough for five seconds, and then she was peppering his face with kisses – his forehead, his eyebrows, the tip of his crooked nose, along his cheekbones until she reached the glittering prize of his mouth.
Sometimes Neve thought that her appetite was the most robust thing about her, and she didn’t kiss Max so much as she devoured him. Graceless, messy kisses without any thought or reason, but simply because she hungered for him. Kissed him with everything she had and everything she was, and she didn’t know why she could kiss Max and have him kiss her back with the same fierceness but still be greedy for the next kiss and the one after that and the one after that and the one…
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Sarra Manning (You Don't Have to Say You Love Me)
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HONESTY
is reached through the doorway of grief and loss. Where we cannot go in our mind, our memory, or our body is where we cannot be straight with another, with the world, or with our self. The fear of loss, in one form or another, is the motivator behind all conscious and unconscious dishonesties: all of us are afraid of loss, in all its forms, all of us, at times, are haunted or overwhelmed by the possibility of a disappearance, and all of us therefore, are one short step away from dishonesty. Every human being dwells intimately close to a door of revelation they are afraid to pass through. Honesty lies in understanding our close and necessary relationship with not wanting to hear the truth.
The ability to speak the truth is as much the ability to describe what it is like to stand in trepidation at this door, as it is to actually go through it and become that beautifully honest spiritual warrior, equal to all circumstances, we would like to become. Honesty is not the revealing of some foundational truth that gives us power over life or another or even the self, but a robust incarnation into the unknown unfolding vulnerability of existence, where we acknowledge how powerless we feel, how little we actually know, how afraid we are of not knowing and how astonished we are by the generous measure of grief that is conferred upon even the most average life.
Honesty is grounded in humility and indeed in humiliation, and in admitting exactly where we are powerless. Honesty is not found in revealing the truth, but in understanding how deeply afraid of it we are. To become honest is in effect to become fully and robustly incarnated into powerlessness. Honesty allows us to live with not knowing. We do not know the full story, we do not know where we are in the story; we do not know who is at fault or who will carry the blame in the end. Honesty is not a weapon to keep loss and heartbreak at bay, honesty is the outer diagnostic of our ability to come to ground in reality, the hardest attainable ground of all, the place where we actually dwell, the living, breathing frontier where there is no realistic choice between gain or loss.
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David Whyte
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People hate thinking systematically about how to optimize their relationships. It is normal to hear someone say: “I will just wait for something to happen naturally” when talking about one of the most important aspects of their life while genuinely believing that this approach has reasonable odds of success. Imagine if people said the same thing about their careers. It would sound truly bizarre for someone to expect a successful career to “just happen naturally” and yet it is entirely normalized to expect that good relationships will.
People pay tens of thousands of dollars to receive degrees in computer science, marketing, and neuroscience. They make tough sacrifices with the understanding that the skills and knowledge they build in these domains will dramatically affect their quality of life. Ironically, people spend very little time systematically examining mating strategies—despite the fact that a robust understanding of the subject can dramatically affect quality of life.
We will happily argue that your sexual and relationship skills matter more than your career skills. If you want to be wealthy, the fastest way to become so is to marry rich. Nothing makes happiness easier than a loving, supportive relationship, while one of the best ways to ensure you are never happy is to enter or fail to recognize and escape toxic relationships. If you want to change the world, a great partner can serve as a force multiplier. A draft horse can pull 8000 pounds, while two working together can pull 24,000 pounds. When you have a partner with whom you can synergize, you gain reach and speed that neither you nor your partner could muster individually.
Heck, even if you are the type of person to judge your self-worth by the number of people with whom you have slept, a solid grasp of mating strategies will help you more than a lifetime of hitting the gym (and we say this with full acknowledgment that hitting the gym absolutely helps). A great romantic relationship will even positively impact your health (a 2018 paper in Psychophysiology found that the presence of a partner in a room lowered participants’ blood pressure) and increase your lifespan (a 2019 paper in the journal Health Psychology showed individuals in happy marriages died young at a 20% lower rate).
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Malcolm Collins
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They seem like a different race to me and I make sure never to get into disagreements with them, because any puny thing I say gets dashed on the rocks of their robust, shouty certainty.
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Marian Keyes (Anybody Out There? (Walsh Family, #4))
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Our receptivity to praise stands in no relationship to our vulnerability to mean disdain and spiteful abuse. No matter how stupid such abuse is, no matter how plainly impelled by private rancors, as an expression of hostility it occupies us far more deeply and lastingly than praise. Which is very foolish, since enemies are, of course, the necessary concomitant of any robust life, the very proof of its strength.
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Thomas Mann
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Naming as knowing must have the provisionality to accommodate engaged relationships as in their “doing and undergoing” they deepen and become increasingly robust. Such knowing is dependent upon an awareness of the indeterminate aspects of things. The ongoing shaping of experience requires a degree of imagination and creative projection that does not reference the world as it is, but anticipates what it might become.
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Lao Tzu (Dao De Jing: A Philosophical Translation)
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Ren, that was very beautiful.”
His eyes turned to my face. He smiled and reached a hand up to touch my cheek. My pulse quickened, and my face felt hot where he touched it. I became suddenly away that my fingers were still twined in his hair, and my hand was resting on his chest. I quickly removed them and twisted them in my lap. He sat up slightly, leaning on one hand, which brought his beautiful face very close to mine. His fingers moved down to my chin and, with the lightest touch, he tilted my face so that my eyes met his intense blue ones.
“Kelsey?”
“Yes?” I whispered.
“I would like permission…to kiss you.”
Whoa. Red alert! The comfortable feeling I was enjoying with my tiger just a few minutes before had disappeared. I became acutely nervous and prickly. My perspective swung 180 degrees. I was, of course, aware that a man’s heart beat inside the tiger’s body, but, somehow, I’d shifted that knowledge to the back of my mind.
Awareness of the prince burst into my conscious mind. I stared at him, astonished. He was, well, to be blunt, he was out of my league. I’d never even considered the possibility of a relationship with him, other than friendship.
His question forced me to acknowledge that my comfortable pet tiger was actually a virile, robust example of masculinity. My heart started hammering against my ribcage. Several thoughts went through my head all at once, but the dominant thought was that I would very much like to be kissed by Ren.
Other thoughts were creeping around at the edge of my consciousness too, trying to wiggle into the forefront. Thoughts like-it’s too soon-we barely know each other-and maybe he’s just lonely-spun through my mind. But, I clipped the threads of those thoughts and let them blow away. Stomping down on caution, I decided that I did want him to kiss me.
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Colleen Houck (Tiger's Curse (The Tiger Saga, #1))
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If you maintain a robust agenda of activities, if you nurture a rich network of relationships, if you intellectually challenge yourself, if you pay attention to your diet, if you exercise regularly and vigorously, if you latch on to a sense of purpose
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Frank Bruni (The Beauty of Dusk: On Vision Lost and Found)
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Many things in this period have been hard to bear, or hard to take seriously. My own profession went into a protracted swoon during the Reagan-Bush-Thatcher decade, and shows scant sign of recovering a critical faculty—or indeed any faculty whatever, unless it is one of induced enthusiasm for a plausible consensus President. (We shall see whether it counts as progress for the same parrots to learn a new word.) And my own cohort, the left, shared in the general dispiriting move towards apolitical, atonal postmodernism. Regarding something magnificent, like the long-overdue and still endangered South African revolution (a jagged fit in the supposedly smooth pattern of axiomatic progress), one could see that Ariadne’s thread had a robust reddish tinge, and that potential citizens had not all deconstructed themselves into Xhosa, Zulu, Cape Coloured or ‘Eurocentric’; had in other words resisted the sectarian lesson that the masters of apartheid tried to teach them. Elsewhere, though, it seemed all at once as if competitive solipsism was the signifier of the ‘radical’; a stress on the salience not even of the individual, but of the trait, and from that atomization into the lump of the category. Surely one thing to be learned from the lapsed totalitarian system was the unwholesome relationship between the cult of the masses and the adoration of the supreme personality. Yet introspective voyaging seemed to coexist with dull group-think wherever one peered about among the formerly ‘committed’.
Traditionally then, or tediously as some will think, I saw no reason to discard the Orwellian standard in considering modern literature. While a sort of etiolation, tricked out as playfulness, had its way among the non-judgemental, much good work was still done by those who weighed words as if they meant what they said. Some authors, indeed, stood by their works as if they had composed them in solitude and out of conviction. Of these, an encouraging number spoke for the ironic against the literal mind; for the generously interpreted interest of all against the renewal of what Orwell termed the ‘smelly little orthodoxies’—tribe and Faith, monotheist and polytheist, being most conspicuous among these new/old disfigurements. In the course of making a film about the decaffeinated hedonism of modern Los Angeles, I visited the house where Thomas Mann, in another time of torment, wrote Dr Faustus. My German friends were filling the streets of Munich and Berlin to combat the recrudescence of the same old shit as I read:
This old, folkish layer survives in us all, and to speak as I really think, I do. not consider religion the most adequate means of keeping it under lock and key. For that, literature alone avails, humanistic science, the ideal of the free and beautiful human being. [italics mine]
The path to this concept of enlightenment is not to be found in the pursuit of self-pity, or of self-love. Of course to be merely a political animal is to miss Mann’s point; while, as ever, to be an apolitical animal is to leave fellow-citizens at the mercy of Ideolo’. For the sake of argument, then, one must never let a euphemism or a false consolation pass uncontested. The truth seldom lies, but when it does lie it lies somewhere in between.
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Christopher Hitchens (For the Sake of Argument: Essays and Minority Reports)
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When parents matter more than peers, they can teach right and wrong in a meaningful way. They can prioritize attachments within the family over attachments with same-age peers. They can foster better relationships between their child and other adults. They can help their child develop a more robust and more authentic sense of self, grounded not in how many “likes” a photo gets on Instagram or Facebook but in the child’s truest nature. They can educate desire, instilling a longing for higher and better things, in music, in the arts, and in one’s own character.
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Leonard Sax (The Collapse of Parenting: How We Hurt Our Kids When We Treat Them Like Grown-Ups)
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I kept thinking of an even more robust research finding: that being on the high end of the Neuroticism dimension is toxic for relationships. Neuroticism, or the tendency to be anxious, stressed, critical, and moody, is far more predictive of relationship unhappiness and dissolution than is personality dissimilarity.
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Meg Jay (The Defining Decade: Why Your Twenties Matter - And How to Make the Most of Them Now)
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Recently, as I was teaching this concept, a CFO—who deals with numbers all the time—came up to me and said, “This is fascinating! I’ve always seen trust as a nice thing to have, but I never, ever, thought of it in terms of its impact on economics and speed. Now that you’ve pointed it out, I can see it everywhere I turn. “For example, we have one supplier in whom we have complete trust. Everything happens fast with this group, and the relationship hardly costs us anything to maintain. But with another supplier, we have very little trust. It takes forever to get anything done, and it costs us a lot of time and effort to support the relationship. And that’s costing us money—too much money!” This CFO was amazed when everything suddenly fell into place in his mind. Even though he was a “numbers” guy, he had not connected the dots with regard to trust. Once he saw it, everything suddenly made sense. He could immediately see how trust was affecting everything in the organization, and how robust and powerful the idea of the relationship between trust, speed, and cost was for analyzing what was happening in his business and for taking steps to significantly increase profitable growth.
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Stephen M.R. Covey (The SPEED of Trust: The One Thing that Changes Everything)
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While the romantic can look a little soppy and self-absorbed, the true lover has a healthy, robust, earthy, strong, and loving attractor field that automatically asks for a like response in their partner. Do not underestimate the capacity of your partner to grow through the intimacy of sexual union. Both men and women need to be strong, confident, forthright, kind, gentle and nurturing. In the bedroom, three are present—the partners and the Divine. Use the openness and vulnerability of the sexual arena to grow closer to God and give that same gift to your loved one.
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Donna Goddard (The Love of Devotion (Love and Devotion, #2))
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Social infrastructure is not "social capital" -- a concept commonly used to measure people's relationships and interpersonal networks -- but the physical conditions that determine whether social capital develops. When social infrastructure is robust, it fosters contact, mutual support, and collaboration among friends and neighbors; when degraded, it inhibits social activity, leaving families and individuals to fend for themselves. Social infrastructure is crucially important, because local, face-to-face interactions -- at the school, the playground, and the corner diner -- are the building blocks of all public life. People forge bonds in places that have healthy social infrastructures -- not because they set out to build community, but because when people engage in sustained, recurrent interaction, particularly while doing things they enjoy, relationships inevitably grow.
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Eric Klinenberg (author)
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Stenham had always taken it for granted that the dichotomy of belief and behavior was the cornerstone of the Moslem world. It was too deep to be called hypocrisy; it was merely custom. They said one thing and they did something else. They affirmed their adherence to Islam in formulated phrases, but they behaved as though they believed, and actually did believe, something quite different. Still, the unchanging profession of faith was there, and to him it was this eternal contradiction which made them Moslems. But Amar’s relationship to his religion was far more robust: he believed it possible to practice literally what the Koran enjoined him to profess. He kept the precepts constantly in his hand, and applied them on every occasion, at every moment. The fact that such a person as Amar could be produced by this society rather upset Stenham’s calculations. For Stenham, the exception invalidated the rule instead of proving it: if there were one Amar, there could be others. Then the Moroccans were not the known quantity he had thought they were, inexorably conditioned by the pressure of their own rigid society; his entire construction was false in consequence, because it was too simple and did not make allowances for individual variations.
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Paul Bowles (The Spider's House)
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Thus polyvictimization or complex trauma are "developmentally adverse interpersonal traumas" (Ford, 2005) because they place the victim at risk not only for recurrent stress and psychophysiological arousal (e.g., PTSD, other anxiety disorders, depression) but also for interruptions and breakdowns in healthy psychobiological, psychological, and social development. Complex trauma not only involves shock, fear, terror, or powerlessness (either short or long term) but also, more fundamentally, constitutes a violation of the immature self and the challenge to the development of a positive and secure self, as major psychic energy is directed toward survival and defense rather than toward learning and personal development (Ford, 2009b, 2009c). Moreover, it may influence the brain's very development, structure, and functioning in both the short and long term (Lanius et al., 2010; Schore, 2009).
Complex trauma often forces the child victim to substitute automatic survival tactics for adaptive self-regulation, starting at the most basic level of physical reactions (e.g., intense states of hyperarousal/agitation or hypoarousal/immobility) and behavioral (e.g., aggressive or passive/avoidant responses) that can become so automatic and habitual that the child's emotional and cognitive development are derailed or distorted. What is more, self-integrity is profoundly shaken, as the child victim incorporates the "lessons of abuse" into a view of him or herself as bad, inadequate, disgusting, contaminated and deserving of mistreatment and neglect. Such misattributions and related schema about self and others are some of the most common and robust cognitive and assumptive consequences of chronic childhood abuse (as well as other forms of interpersonal trauma) and are especially debilitating to healthy development and relationships (Cole & Putnam, 1992; McCann & Pearlman, 1992). Because the violation occurs in an interpersonal context that carries profound significance for personal development, relationships become suspect and a source of threat and fear rather than of safety and nurturance.
In vulnerable children, complex trauma causes compromised attachment security, self-integrity and ultimately self-regulation. Thus it constitutes a threat not only to physical but also to psychological survival - to the development of the self and the capacity to regulate emotions (Arnold & Fisch, 2011). For example, emotional abuse by an adult caregiver that involves systematic disparagement, blame and shame of a child ("You worthless piece of s-t"; "You shouldn't have been born"; "You are the source of all of my problems"; "I should have aborted you"; "If you don't like what I tell you, you can go hang yourself") but does not involve sexual or physical violation or life threat is nevertheless psychologically damaging. Such bullying and antipathy on the part of a primary caregiver or other family members, in addition to maltreatment and role reversals that are found in many dysfunctional families, lead to severe psychobiological dysregulation and reactivity (Teicher, Samson, Polcari, & McGreenery, 2006).
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Christine A. Courtois (Treatment of Complex Trauma: A Sequenced, Relationship-Based Approach)
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Alexis de Tocqueville admired the laws that formally established America's democratic order, but he argued that voluntary organizations were the real source of the nation's robust civic life. John Dewey claimed that social connection is predicated on "the vitality and depth of close and direct intercourse and attachment." "Democracy begins at home," he famously wrote, "and its home is the neighborly community.
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Eric Klinenberg (Palaces for the People: How Social Infrastructure Can Help Fight Inequality, Polarization, and the Decline of Civic Life)
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There’s a stable, robust relationship between the patterns you’ve seen before and what you encounter today. But if you’re a stockbroker or political forecaster, the events of the past don’t have reliable implications for the present. Kahneman and Klein review evidence that experience helps physicists, accountants, insurance analysts, and chess masters—they all work in fields where cause-and-effect relationships are fairly consistent. But admissions officers, court judges, intelligence analysts, psychiatrists, and stockbrokers didn’t benefit much from experience. In a rapidly changing world, the lessons of experience can easily point us in the wrong direction.
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Adam M. Grant (Originals: How Non-Conformists Move the World)
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Thus, multiple regression requires two important tasks: (1) specification of independent variables and (2) testing of the error term. An important difference between simple regression and multiple regression is the interpretation of the regression coefficients in multiple regression (b1, b2, b3, …) in the preceding multiple regression model. Although multiple regression produces the same basic statistics discussed in Chapter 14 (see Table 14.1), each of the regression coefficients is interpreted as its effect on the dependent variable, controlled for the effects of all of the other independent variables included in the regression. This phrase is used frequently when explaining multiple regression results. In our example, the regression coefficient b1 shows the effect of x1 on y, controlled for all other variables included in the model. Regression coefficient b2 shows the effect of x2 on y, also controlled for all other variables in the model, including x1. Multiple regression is indeed an important and relatively simple way of taking control variables into account (and much easier than the approach shown in Appendix 10.1). Key Point The regression coefficient is the effect on the dependent variable, controlled for all other independent variables in the model. Note also that the model given here is very different from estimating separate simple regression models for each of the independent variables. The regression coefficients in simple regression do not control for other independent variables, because they are not in the model. The word independent also means that each independent variable should be relatively unaffected by other independent variables in the model. To ensure that independent variables are indeed independent, it is useful to think of the distinctively different types (or categories) of factors that affect a dependent variable. This was the approach taken in the preceding example. There is also a statistical reason for ensuring that independent variables are as independent as possible. When two independent variables are highly correlated with each other (r2 > .60), it sometimes becomes statistically impossible to distinguish the effect of each independent variable on the dependent variable, controlled for the other. The variables are statistically too similar to discern disparate effects. This problem is called multicollinearity and is discussed later in this chapter. This problem is avoided by choosing independent variables that are not highly correlated with each other. A WORKING EXAMPLE Previously (see Chapter 14), the management analyst with the Department of Defense found a statistically significant relationship between teamwork and perceived facility productivity (p <.01). The analyst now wishes to examine whether the impact of teamwork on productivity is robust when controlled for other factors that also affect productivity. This interest is heightened by the low R-square (R2 = 0.074) in Table 14.1, suggesting a weak relationship between teamwork and perceived productivity. A multiple regression model is specified to include the effects of other factors that affect perceived productivity. Thinking about other categories of variables that could affect productivity, the analyst hypothesizes the following: (1) the extent to which employees have adequate technical knowledge to do their jobs, (2) perceptions of having adequate authority to do one’s job well (for example, decision-making flexibility), (3) perceptions that rewards and recognition are distributed fairly (always important for motivation), and (4) the number of sick days. Various items from the employee survey are used to measure these concepts (as discussed in the workbook documentation for the Productivity dataset). After including these factors as additional independent variables, the result shown in Table 15.1 is
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Evan M. Berman (Essential Statistics for Public Managers and Policy Analysts)
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The Scheffe test is the most conservative, the Tukey test is best when many comparisons are made (when there are many groups), and the Bonferroni test is preferred when few comparisons are made. However, these post-hoc tests often support the same conclusions.3 To illustrate, let’s say the independent variable has three categories. Then, a post-hoc test will examine hypotheses for whether . In addition, these tests will also examine which categories have means that are not significantly different from each other, hence, providing homogeneous subsets. An example of this approach is given later in this chapter. Knowing such subsets can be useful when the independent variable has many categories (for example, classes of employees). Figure 13.1 ANOVA: Significant and Insignificant Differences Eta-squared (η2) is a measure of association for mixed nominal-interval variables and is appropriate for ANOVA. Its values range from zero to one, and it is interpreted as the percentage of variation explained. It is a directional measure, and computer programs produce two statistics, alternating specification of the dependent variable. Finally, ANOVA can be used for testing interval-ordinal relationships. We can ask whether the change in means follows a linear pattern that is either increasing or decreasing. For example, assume we want to know whether incomes increase according to the political orientation of respondents, when measured on a seven-point Likert scale that ranges from very liberal to very conservative. If a linear pattern of increase exists, then a linear relationship is said to exist between these variables. Most statistical software packages can test for a variety of progressive relationships. ANOVA Assumptions ANOVA assumptions are essentially the same as those of the t-test: (1) the dependent variable is continuous, and the independent variable is ordinal or nominal, (2) the groups have equal variances, (3) observations are independent, and (4) the variable is normally distributed in each of the groups. The assumptions are tested in a similar manner. Relative to the t-test, ANOVA requires a little more concern regarding the assumptions of normality and homogeneity. First, like the t-test, ANOVA is not robust for the presence of outliers, and analysts examine the presence of outliers for each group. Also, ANOVA appears to be less robust than the t-test for deviations from normality. Second, regarding groups having equal variances, our main concern with homogeneity is that there are no substantial differences in the amount of variance across the groups; the test of homogeneity is a strict test, testing for any departure from equal variances, and in practice, groups may have neither equal variances nor substantial differences in the amount of variances. In these instances, a visual finding of no substantial differences suffices. Other strategies for dealing with heterogeneity are variable transformations and the removal of outliers, which increase variance, especially in small groups. Such outliers are detected by examining boxplots for each group separately. Also, some statistical software packages (such as SPSS), now offer post-hoc tests when equal variances are not assumed.4 A Working Example The U.S. Environmental Protection Agency (EPA) measured the percentage of wetland loss in watersheds between 1982 and 1992, the most recent period for which data are available (government statistics are sometimes a little old).5 An analyst wants to know whether watersheds with large surrounding populations have
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Evan M. Berman (Essential Statistics for Public Managers and Policy Analysts)
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Researchers at Brigham Young University and the University of North Carolina at Chapel Hill pooled data from 148 studies on health outcomes and its correlation to social relationships. They gathered every research paper on the topic they could find, involving more than 300,000 men and women across the developed world. They found that people with poor social connections had on average 50 percent higher odds of dying earlier (about 7.5 years earlier) than people with robust social ties. That difference in longevity is about as large as the mortality difference between smokers and non-smokers. And it is larger than any health risks associated with many other well-known lifestyle factors such as lack of exercise and obesity.
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Jessica Alexander (The Danish Way of Parenting: A Guide To Raising The Happiest Kids in the World)
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However effective trolling rhetoric might be, particularly when dealing with unwanted trolling attention, the act of trolling is heavy with ideological baggage. No matter what purpose the act is meant to serve, it is and will always be predicated on some degree of antagonism. Ryan Milner argues that there is an important distinction between antagonism that facilitates robust dialogue—as was the outcome of SAFE’s proposed book burning party—and antagonism that silences, marginalizes, and denigrates.
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Whitney Phillips (This Is Why We Can't Have Nice Things: Mapping the Relationship between Online Trolling and Mainstream Culture)
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regression as dummy variables Explain the importance of the error term plot Identify assumptions of regression, and know how to test and correct assumption violations Multiple regression is one of the most widely used multivariate statistical techniques for analyzing three or more variables. This chapter uses multiple regression to examine such relationships, and thereby extends the discussion in Chapter 14. The popularity of multiple regression is due largely to the ease with which it takes control variables (or rival hypotheses) into account. In Chapter 10, we discussed briefly how contingency tables can be used for this purpose, but doing so is often a cumbersome and sometimes inconclusive effort. By contrast, multiple regression easily incorporates multiple independent variables. Another reason for its popularity is that it also takes into account nominal independent variables. However, multiple regression is no substitute for bivariate analysis. Indeed, managers or analysts with an interest in a specific bivariate relationship will conduct a bivariate analysis first, before examining whether the relationship is robust in the presence of numerous control variables. And before conducting bivariate analysis, analysts need to conduct univariate analysis to better understand their variables. Thus, multiple regression is usually one of the last steps of analysis. Indeed, multiple regression is often used to test the robustness of bivariate relationships when control variables are taken into account. The flexibility with which multiple regression takes control variables into account comes at a price, though. Regression, like the t-test, is based on numerous assumptions. Regression results cannot be assumed to be robust in the face of assumption violations. Testing of assumptions is always part of multiple regression analysis. Multiple regression is carried out in the following sequence: (1) model specification (that is, identification of dependent and independent variables), (2) testing of regression assumptions, (3) correction of assumption violations, if any, and (4) reporting of the results of the final regression model. This chapter examines these four steps and discusses essential concepts related to simple and multiple regression. Chapters 16 and 17 extend this discussion by examining the use of logistic regression and time series analysis. MODEL SPECIFICATION Multiple regression is an extension of simple regression, but an important difference exists between the two methods: multiple regression aims for full model specification. This means that analysts seek to account for all of the variables that affect the dependent variable; by contrast, simple regression examines the effect of only one independent variable. Philosophically, the phrase identifying the key difference—“all of the variables that affect the dependent variable”—is divided into two parts. The first part involves identifying the variables that are of most (theoretical and practical) relevance in explaining the dependent
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Evan M. Berman (Essential Statistics for Public Managers and Policy Analysts)
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Clear identity means a robust sense of who one is as a person, a sense not derived mainly from social roles or relationships with dominant people in one’s life, although identity is always a relational reality.
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Howard John Clinebell Jr. (Basic Types of Pastoral Care and Counseling: Resources for the Ministry of Healing and Growth)
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Is chemistry a biological reaction which supports the propagation of our species? Or is it simply about being excited to find someone with mutually shared values, passions, interests, or experiences? Or is it because you have the same energy, vibrate at the same frequency, or share the same attitude? Regardless of how it happens, a robust and healthy chemistry is always a nice surprise and something to be celebrated.
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Susan C. Young (The Art of Body Language: 8 Ways to Optimize Non-Verbal Communication for Positive Impact (The Art of First Impressions for Positive Impact, #3))
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One of the most robust and consistent findings in the research literature is that people who are more self-compassionate tend be less anxious and depressed. The relationship is a strong one, with self-compassion explaining one-third to one-half of the variation found in how anxious or depressed people are.
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Kristin Neff (Self-Compassion: The Proven Power of Being Kind to Yourself)
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I think we need a more robust understanding of how necessary human community is,” the professor mused in response. “It’s no use trying to be more spiritual than God, you know! God is the one who created humans to want and need relationships, to crave human companionship, to want to be desired by other humans. God doesn’t want anyone to try to redirect their desire for community to himself. God is spirit. Instead, I think God wants people to experience his love through their experience of human community—specifically, the church. God created us physical-spiritual beings with deep longings for intimacy with other physical-spiritual beings. We’re not meant to replace these longings with anything. We’re meant to sanctify them.
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Wesley Hill (Washed and Waiting: Reflections on Christian Faithfulness and Homosexuality)
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These days her family, particularly her sisters, Jane and Sarah and brother Charles, are aware of the appalling problems she has endured. Jane has always given sensible advice and Sarah, from being dubious of her kid sister’s success, is now very protective. “You never criticize Diana in front of her,” notes a friend. Her relations with her mother and her father, when he was alive, are patchier. While Diana enjoys a sporadic but affectionate relationship with her mother, she was robust in her reaction to news that her second husband, Peter Shand Kydd had left her for another woman. Last summer her bond with her father went through a difficult period following publicity surrounding the secret sale of treasures from Althorp House. The children, including the Princess, had written to their father objecting to the trade in family heirlooms. There were bitter exchanges, subsequently regretted, which deeply hurt the Princess of Wales. Even the Prince of Wales intervened, voicing his concern to Raine Spencer who was typically robust in her response. Last autumn a reconciliation between father and daughter was effected. During a leisurely tour around the world the late Earl Spencer was deeply touched by the affection shown towards his youngest daughter by so many strangers. He telephoned from America to tell her just how proud of her that made him feel.
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Andrew Morton (Diana: Her True Story in Her Own Words)
“
Evaluating long-term relationship objectives with key suppliers is crucial. A thorough market analysis, coupled with strategic mediation to resolve discrepancies, should effectively address pricing issues. This underscores the necessity of robust contractual agreements and the prudence of maintaining backup suppliers to mitigate risks if conflicts escalate into disputes. Additionally, implementing contingency plans ensures that pricing discrepancies are managed effectively, enabling the cultivation of positive supplier relationships while securing fair and competitive pricing.
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Henrietta Newton Martin,Senior Legal Counsel & Author
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we can’t follow Jesus alone. Jesus did not have a disciple (singular); he had disciples (plural). The call to follow Jesus was—and still is—a call to join his community of the Way. And by following Jesus together, not alone, we are able to (1) discern Jesus’s truth from the devil’s lies, (2) help one another override our flesh by the Spirit, and (3) form a robust community of deep relationships that functions as a counterculture to the world.
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John Mark Comer (Live No Lies: Recognize and Resist the Three Enemies That Sabotage Your Peace)
“
In recent years, a robust body of new research has demonstrated that when we experience distress, engaging in introspection often does significantly more harm than good. It undermines our performance at work, interferes with our ability to make good decisions, and negatively influences our relationships. It can also promote violence and aggression, contribute to a range of mental disorders, and enhance our risk of becoming physically ill. Using the mind to engage with our thoughts and feelings in the wrong ways can lead professional athletes to lose the skills they’ve spent their careers perfecting. It can cause otherwise rational, caring people to make less logical and even less moral decisions. It can lead friends to flee from you in both the real world and the social media world. It can turn romantic relationships from safe havens into battlegrounds. It can even contribute to us aging faster, both in how we look on the outside and in how our DNA is configured internally. In short, our thoughts too often don’t save us from our thoughts. Instead, they give rise to something insidious. Chatter.
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Ethan Kross (Chatter: The Voice in Our Head, Why It Matters, and How to Harness It)
“
If you maintain a robust agenda of activities, if you nurture a rich network of relationships, if you intellectually challenge yourself, if you pay attention to your diet, if you exercise regularly and vigorously, if you latch on to a sense of purpose—all of this will probably enhance your cognitive fitness, your mental
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Frank Bruni (The Beauty of Dusk: On Vision Lost and Found)
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New Covenant Theology is robustly Christ-centered. Jesus is the interpretive key to the relationship between Israel and the church. The covenant people of God have been reworked and redefined in light of the Messiah and the new covenant he inaugurated.
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A. Blake White (What is New Covenant Theology? An Introduction)
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Unveiling London E-commerce Triumph: Decoding Data with WooCommerce Analytics
In the bustling realm of London e-commerce, navigating the digital landscape requires not just intuition but informed decision-making backed by data. This is where the marriage of WooCommerce and analytics becomes a game-changer. In this exploration, we delve into the nuances of leveraging WooCommerce Analytics for e-commerce success in London. As we embark on this journey, the expertise of a dedicated woocommerce development in london adds a unique perspective, unraveling the potential of data decoding in the heart of the e-commerce landscape.
Understanding the London E-commerce Scene
This section emphasizes the importance of understanding the unique characteristics of the London e-commerce landscape. It underscores the need for businesses to be attuned to local market trends, consumer preferences, and the digital sophistication of the London audience to effectively leverage WooCommerce Analytics.
The Role of WooCommerce Agency in London E-commerce Analytics
1. Proactive Data Strategy: Setting the Foundation
This point explains the proactive role of a WooCommerce agency in London in establishing a robust data strategy. It involves setting up analytics tools, defining KPIs, and aligning data collection with the specific goals of London e-commerce businesses.
2. Tailoring Analytics to London Market Trends
Here, the focus is on tailoring analytics solutions to capture and interpret data that is directly relevant to the ever-evolving market trends of London. A WooCommerce agency in London customizes analytics approaches to provide actionable insights for businesses in the local market.
Key Metrics and KPIs for London E-commerce Success
3. Conversion Rate Optimization (CRO): Turning Clicks into Transactions
This point explores the pivotal role of Conversion Rate Optimization (CRO) in London e-commerce. It delves into how a WooCommerce agency in London optimizes the conversion rate by refining the checkout process, analyzing user journeys, and enhancing the overall user experience to maximize sales.
4. Customer Lifetime Value (CLV): Fostering Long-Term Relationships
The focus here is on the importance of Customer Lifetime Value (CLV) analytics. It explains how a WooCommerce agency in London helps businesses identify high-value customers, tailor marketing strategies, and foster long-term relationships for sustained success.
WooCommerce Analytics Tools and Implementations
5. Google Analytics Integration for Comprehensive Insights
This point delves into the integration of Google Analytics with WooCommerce. It explains how a WooCommerce agency in London guides businesses through the integration process, utilizing Google Analytics to gain comprehensive insights into user behavior, traffic sources, and website performance.
6. Custom Reports and Dashboards: Tailoring Insights for London Businesses
Here, the emphasis is on the creation of custom reports and dashboards by a WooCommerce agency in London. These tailored insights provide businesses with specific information relevant to their products, target audience, and market trends, enhancing decision-making accuracy.
Analyzing User Behavior for Enhanced User Experience
7. Heatmaps and User Flow Analysis: Optimizing the Customer Journey
This point explores the use of heatmaps and user flow analysis to optimize the customer journey in London e-commerce. A WooCommerce agency in London employs these tools to uncover patterns, identify bottlenecks, and make strategic adjustments for a seamless user experience.
8. Abandoned Cart Analysis: Recovering Lost Opportunities
This section discusses the significance of abandoned cart analysis. It explains how a WooCommerce agency in London utilizes analytics to understand the reasons behind cart abandonment and implements targeted strategies to recover potentially lost sales through personalized retargeting campaigns.
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Webskitters uk
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Stephen Mitchell remarks that one of the bitter paradoxes of love is that our desperate efforts to render it secure destroy the very passion on which it is premised; when we seek to minimize the risks of love and guarantee the safety of our relationship, we by definition under- mine “the preconditions of desire, which requires robust imagination to breathe and thrive.” What is more, we tend to try to reduce the treat of love by aspiring to possess the beloved other even when we know full well that the possibility of losing the other is an inherent component of eros. In the previous chapter, I analyzed the manner in which fantasies limit our existential options by making our lives seem more coherent and predictable than they actually are. Along similar lines, Mitchell suggests that our fantasies of having “ownership” over the other—as well as the related idea that we can take steps to protect the future of the relationship against the tug of the unanticipated—in the long run slay passion, for it is only insofar as the other is not possessed, that the other retains an independent identity and existential space, that it remains of interest to us. Our endeavor to secure what is, by its very nature, insecure therefore suffocates the very thing that we are attempting to preserve.
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Mari Ruti (A World of Fragile Things: Psychoanalysis and the Art of Living (Psychoanalysis and Culture))
“
A bunch of fans’ parasocial relationship with a missing woman is not exactly robust evidence, detective,” Wilkinson said.
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Melissa de la Cruz (Going Dark)
“
Learning to accept and move through healthy conflict is an essential component of keeping
passion alive long-term in partnerships. Couples who honor individuality and autonomy often
experience more fulfilling intimate connections because they more easily save space for
fascination, independent growth, and robust personal adventures.
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Gina Senarighi (Love More, Fight Less: Communication Skills Every Couple Needs: A Relationship Workbook for Couples)
“
So why choose to be so pessimistic? Instead, why not choose the power of your imagination mixed with realistic thinking to create a happier state of mind? Why not expect good things to happen, problems to be overcome, a robust Earth, loving relationships and a mind free from unnecessary fears?
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M.P. Neary (Free Your Mind)
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the pastoral office was once compatible with robust theological scholarship. Irenaeus, Athanasius, Basil, Gregory of Nyssa, Gregory of Nazianzus, Augustine, Gregory the Great, Anselm, Calvin, Edwards, Wesley, etc., all demonstrate the historic and native relationship between theological leadership and the pastoral vocation. But we have lost sight of this
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Gerald L. Hiestand (The Pastor Theologian: Resurrecting an Ancient Vision)
“
To Build a Robust Pipeline . . . •Don’t wait for bankers to knock on your door with potential deals. Instead, scour the market proactively. •Seek out businesses that have great positions in good, high-growth industries. •Look for bolt-on acquisitions as well as companies in good industries adjacent to yours. •Not all perceived adjacencies are the same. If the adjacency is too far removed from your existing business, you will lose your shirt. •Make identifying targets a day-to-day priority. •Be patient. Nurture long-term relationships with potential acquisitions.
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David Cote (Winning Now, Winning Later: How Companies Can Succeed in the Short Term While Investing for the Long Term)
“
A profound finding from attachment research is that the most robust predictor of a child’s attachment to parents is the way parents narrate their own recollections of childhood during the Adult Attachment Interview. This implies that the structure of an adult’s narrative process—not merely what the adult recalls, but how it is recalled—is the most powerful feature in predicting how an adult will relate to a child.
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Daniel J. Siegel (The Developing Mind: How Relationships and the Brain Interact to Shape Who We Are)
“
In summary, robust relationships require generosity. Who has made a difference in your life? In whose will you make a difference?
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Chuck Bolton (The Reinvented Leader: Five Critical Steps to Becoming Your Best)
“
Relationships are the most important aspects of our lives. There’s plentiful scientific research showing the enormous influence they have on our well-being—people with robust social networks enjoy better mental and physical health and even live longer, while unfavorable outcomes are associated with a lack of connections to other people.
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Marc Brackett (Permission to Feel: Unlocking the Power of Emotions to Help Our Kids, Ourselves, and Our Society Thrive)
“
INTPs can also be rather slow in disclosing the true contents of their inner world. As strange as it may seem to some, INTPs conceal some of their most dominant personality features, namely, their cerebral, rational side. Indeed, it may only be a select few who are granted full access to this side of the INTP. Perhaps the best way of sampling INTPs’ inner world is through their work, such as by reading something they have written. This may explain why INTPs often take interest in writing, which provides a forum for more robust and precise self-expression.
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A.J. Drenth (The INTP: Personality, Careers, Relationships, & the Quest for Truth and Meaning)
“
Romantic commitments in love entail not a devotion to stasis but a dedication to process in the face of uncertainty. Genuine passion, in contrast to its degraded forms, is not split off from a longing for security and predictability, but is in a continual dialectical relationship with that longing. In order for romantic involvements to remain vital and robust over time, it is crucial that the commitment not be so rigid as to override spontaneity and that spontaneity not be so rigid as to preclude commitment.
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Stephen A. Mitchell (Can Love Last?: The Fate of Romance over Time (Norton Professional Books (Paperback)))
“
Smartness is not enough. I have seen smart people crumble like a pack of cards. Riches are not enough. I have seen rich people who are miserably sad. Power is not enough. I have seen powerful people dethroned and humiliated. So, what is enough? I'll vote for a robust relationship with God; a life driven by a divine perception and purpose; a focus on the family; an enthusiastic lifestyle; and a good network of friends. If I may add this - doing what you love and loving what you do. And if I may add yet another, it will be: doing things that touch others or, simply, making others happy.
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Abiodun Fijabi
“
What’s been clear for almost forty years is that the levels of circulating insulin in animals and humans will be proportional to body fat. “The leaner an individual, the lower his basal insulin, and vice versa,” as Stephen Woods, now director of the Obesity Research Center at the University of Cincinnati, and his colleague Dan Porte observed in 1976. “This relationship has also been shown to occur in every commonly used model of altered body weight, including…genetically obese rodents and overfed humans. In fact, the relationship is sufficiently robust that it exists in the presence of widespread metabolic disorder, such as diabetes mellitus, i.e., obese diabetics have elevated basal insulin levels in proportion to their body weight.
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Gary Taubes (Good Calories, Bad Calories: Challenging the Conventional Wisdom on Diet, Weight Control, and Disease)
“
We would never call the rigors of medical school “easy,” but it is more feasible to spend seven years learning about the complex cause-and-effect relationships in the human body than to attempt to record and memorize every possible event that can befall bodies. This is the difference between “education” and “training.” Medical school is education, first aid is training. Education requires fundamental understanding, which can be used to grasp and respond to a nearly infinite variety of threats; training involves singular actions, which are useful only against anticipated challenges. Education is resilient, training is robust.
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Stanley McChrystal (Team of Teams: New Rules of Engagement for a Complex World)
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Holly Purdy, with a robust background in organizational leadership and healthcare, excels in business development and patient satisfaction. Her expertise includes management, sales strategies, process improvements, relationship building, key accounts, and employee training. Holly's proven ability to drive business growth and enhance operational efficiency sets her apart in the industry.
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