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10 Ideas to Improve Wi-Fi Coverage at Home If you are constantly experiencing slow internet in your home, you're in good company. Nobody really wants to have their entire day ruined because they can't get a decent connection to stream their favorite shows. Fortunately, there are simple fixes you can implement to improve your internet without breaking the bank. Place your router in the center of your home Routers usually send out a Wi-Fi signal in all directions, so place yours in a central location for better range. Elevate your router Routers send better Wi-Fi signals when they are not on the floor. Try placing yours on a table or high shelf or even mount it on the wall. Keep your router away from other electronics Many common electronics (microwaves, baby monitors, cordless phones, etc) can interfere with Wi-Fi signals, so give your router as much space as possible. Update your router's firmware The majority of new router models can be updated to improve performance and security. This is generally done by visiting the router's administration panel via a web browser. Switch your channels If you live in an apartment or have many neighbors who also have wireless networks, you could end up sharing channels, causing interference. This can usually be changed from your router's administrator panel. Channels 1, 6, and 11 are the standard for non-overlapping channels at 2.4 GHz. Try using 5 GHz If your router is a dual band device (both 2.4GHz and 5GHz) you could try connecting to the 5 GHz frequency. This will not only get you faster speeds, but it will also get around congestion with other 2.4 GHz devices (microwaves, other wireless connections, etc). Just note that the range isn't as great as 2.4 GHz. Use a Wi-Fi range extender or mesh Wi-Fi extenders and mesh networking will help you cover a larger space than one single device, especially if you live in a home with a difficult layout. A mesh system is a great alternative if you have a large house and live in an area where signal congestion is an issue. They provide a single network across the whole house, with better performance and no dead spots. There are a few mesh network providers on the market; Eero and Google Nest are two of the more popular ones. Restart it regularly Yes, a good old restart is still relevant! Even though we are in 2023, a power cycle can often be a good way to resolve weird issues. If your internet seems like it's working slower than it should, unplug your router for 30 seconds and then plug it back in. Secure your network Your neighbors might just be using your connection! Make sure your network isn't open, or you can get charged with more than just speeding up their Netflix! If you are using WPA2-AES or WPA3 as your network type and encryption, you have the best chance of keeping outsiders out. Buy a new router Wireless routers have a lifespan of roughly five years. If you've been using your router that long, or longer, it may be time to upgrade to a newer model. Wi-Fi 6 and 6E are the best standard for home Wi-Fi currently. This will help ensure fast performance and allow you to have several connected devices at once. Hopefully, these 10 tips will help improve the coverage at your home and stop you from having to restart your computer or TV to avoid those buffering circles!

Introduction As the world urgently seeks to curb climate change, the shift away from fossil fuels toward sustainable, renewable energy sources is speeding up. While a great deal of academic attention has previously concentrated on international accords and global cities with ample resources and governing clout, the current literature has begun to increasingly focus on the actions of the sub-national actors in this transition to sustainable energy. More specifically, mid-sized cities, those with 100,000 to 500,000 inhabitants, are an important setting for renewable energy adoption. These cities, though smaller than large, global cities individually, when aggregated hold a great proportion of the world’s urban population and contribute significantly to city-based carbon emissions. Hence, the transition towards renewables in mid-sized cities is a major topic of research as the need to achieve renewable adoption goals at the national and global level intensifies. This review provides an overview of existing research on renewable energy adoption in mid-sized cities, categorizing the themes of the literature into three areas. First, it reviews the socio-technical and economic challenges of energy transition in mid-sized cities. In particular, this literature emphasizes the limitations of these cities in comparison to global cities, such as a lack of funds, skills, and connections to finance large-scale renewable energy projects. Second, the review analyzes how the policies and governance practices of mid-sized cities impact renewable energy adoption. Research indicates that while these cities might lack some of the resources for energy transition that larger cities enjoy, the ability to quickly develop and enforce new legislation can be an advantage for these cities. Third, the review examines the literature on how equity and participation issues play out in the renewable energy transition in mid-sized cities. As this literature shows, mid-sized cities are attempting to ensure that a just transition takes place in which those who have least ability to pay are not burdened by energy transition projects. By examining the current literature on renewable energy in mid-sized cities, this review highlights several major topics that merit further investigation, including the geographic limitations of current case studies and a lack of quantitative comparisons of energy policy models in varying contexts. With these gaps in the literature in mind, the aim of this review is to produce a synthesis of the state of knowledge on renewable energy in mid-sized cities, and to serve as an entry point for those interested in exploring this important topic empirically.

Internet Access Must Be Recognized as a Public Utility Access to the internet has become a necessity in the 21st century, and should be regarded as a public utility. Water, electricity, and gas are all considered public utilities and are required to be provided to everyone for free and without discrimination. In today’s world, people are dependent on the internet for a great variety of things: applying for jobs, completing homework, communicating with doctors, and dealing with government agencies. If someone doesn’t have the internet, it is difficult for them to function in modern society. When students were forced to learn from home during the COVID-19 pandemic, many did not have adequate access to the internet, falling even further behind in their studies. This has become known as the “homework gap.” Treating internet access as a public utility would ensure access to everyone regardless of where they live or their income level. There are some areas (mainly rural areas, but also some urban areas) that have fewer providers, slower connections, and higher costs compared to the national average. Internet providers are privately owned companies that are not required to provide service to people who are not profitable for them. By designating the internet as a public utility, providers would be required to offer universal service to all people. If the internet were recognized as a utility, providers could not charge different prices to different people just based on who they are. Providers also would not be able to deny service to people, even in areas where there is very little demand. Some may argue that treating the internet as a utility would result in less innovation and investment in the network. However, the telephone and electrical services are still innovative and expanding, despite these utilities still being subject to utility regulations. Utility regulation does not necessarily stop progress. Regulation is needed to protect consumers and ensure universal access. Finally, regulating the internet as a utility would protect consumers. Customers would not be subject to higher prices because of their race, gender, or age. Consumers could not be shut off from the internet without proper due process and warning. This would allow net neutrality, allowing everyone equal access to the internet regardless of their ability or inability to pay more. Without public utility regulation, internet providers could decide that certain types of content are more profitable than others, or more important than others, and restrict the type of content available to certain populations. People who have less influence and a less popular opinion on social media are less likely to be able to express their opinions. In conclusion, treating internet access as a public utility is not just good policy; it is the right thing to do.

[Your Name] [Your Phone Number] | [Your Email Address] | [Your LinkedIn/Portfolio Link] [Date] [Hiring Manager Name or Hiring Committee] [Company Name] [Company Address] Subject: Application for Mid-Career Data Scientist Position Dear [Hiring Manager's Name / Hiring Team], I am writing to formally apply for the Data Scientist role at [Company Name]. For the past five plus years, I have used my expertise with machine learning, statistical modeling, and predictive analytics to turn datasets into business strategy. I look forward to using my technical background and enthusiasm for evidence-based decision-making in your progressive company. In my current role as a Data Scientist at [Current Company], I drive comprehensive data projects that have financial implications for the organization. I am particularly proud of my work creating a customer churn prediction model via gradient-boosted trees (XGBoost), integrated into our CRM system. This project reduced churn by 14%, saving $1.2M per year. I have also created automated ETL pipelines using SQL and Apache Spark, which decreased data latency by 40% and allowed our product teams to see real-time dashboard data. My core competency lies in Python, R and SQL. I also have hands-on experience constructing supervised and unsupervised ML models, performing NLP tasks, and using visualization products like Tableau and PowerBI. As a mid-career data scientist, I think it is important to note that I am skilled at moving between technical implementation and strategic initiatives. I have an exceptional ability to communicate insights from complex algorithms to senior management, and have regularly worked with cross-functional groups in product, marketing, and engineering to make sure that our data models meet business goals. I am excited to apply for the Data Scientist role with [Company Name] due to your work on [insert specific project, company value, or product, e.g., AI-driven democratization of access to financial services]. Your emphasis on [specific element] lines up with my conviction that data scientists should use their expertise to not just study our world, but also to enhance the customer experience. I am inspired to work on expanding your data science organization and your predictive modeling capabilities. Thank you for your time and attention. I would love to talk about how my technical skills and strategic approach could assist you at [Company Name]. Best, [Your Name]

How to Start Creating a Calmer Morning Routine Your morning is important because it can set the stage for everything that comes after it. But what happens when there’s just too much on your mind to even think about a calm morning? You may find it hard to get to sleep or have a rough time trying to get up in the morning, even before the caffeine wears off. Morningspace is a new SaaS platform created to help you create a morning routine that actually sticks. Morningspace was designed for people who are trying to build a new, healthier morning habit. With a few short tutorials and a simple drag-and-drop interface, it’s easy to create your own morning routine and get the reminders and support you need to stick with it for the long run. You can follow a pre-made morning routine if you’re not sure how to get started, or design your own from scratch. Just add the activities you know make you feel refreshed and rested, and let the app handle the rest. You can track your progress in real time, review your history and see what works best for you. You’ll be able to see how long it’s taking you to complete each part of the morning and see if you’re spending too much time on things that don’t need to be done in the morning. For example, you might spend 20 minutes on coffee preparation, but only have 5 minutes to get out the door. You’ll also be reminded of how long you need to complete the other steps in your morning so that you’ll have time to prepare for what’s next. There’s no other tool on the market quite like this one. Morningspace will help you create the calm morning routine you’ve been dreaming of, without the overwhelming stress of getting there. Build a morning that feels good to you. Choose from pre-set templates or build your own routine Set realistic time frames for each habit Create and schedule recurring habits Track your progress so you can see how you’re improving Customize reminders and notifications Create a schedule that works best for you Morningspace makes it easy to start building a morning routine that’s designed around your life, rather than the other way around. You’ll find that it’s easier to stick to your morning routine when you have an easy way to build and schedule your own habits. Morningspace was created to make building a morning routine simple and easy. Are you ready to begin building the morning routine you deserve? Morningspace is now available in the app store for free, and it’s easy to get started. Once you’ve downloaded the app, you can choose one of several templates or build your own custom routine. Get started today and begin building the morning routine you deserve.

Morning Coffee, Elevated Treat your taste buds every month. Sign up for a single-origin coffee delivery service that showcases one of the very best single-origin coffees from around the globe. Every month, we'll send you a bag of coffee from one of our favorite farms—farms that specialize in producing some of the best beans in the world. We work directly with farms in coffee producing regions like Ethiopia, Colombia, Guatemala, and Kenya to bring you coffees as varied as the regions they grow. We roast small batches so that you always get the best single-origin roast possible. Unlike regular coffee, a single-origin coffee offers the most pure flavor profile. A Guatemalan coffee will taste nothing like one from Colombia. A washed coffee from Yirgacheffe Ethiopia offers a different flavor profile than a coffee from Nyeri, Kenya. And Huila in Colombia offers yet another set of flavor notes. Every month your delivery of whole bean coffee includes tasting notes, suggested brew methods, and the name and story of the farm. We send you 12oz of your whole bean coffee. We offer a variety of ways to order your subscription. Select your preference for grind size, delivery schedule, and roast level, and we'll take care of the rest! We offer a great single-origin coffee subscription service without the hassle of any contracts. Pause or cancel whenever you like with no obligations. Order for as little as $18/month + FREE shipping. Your next coffee subscription should be your favorite. Taste the difference the best, single origin coffee makes.

Why the Four-Day Work Week Is the Future of Work The standard five-day work week, comprising an eight-hour work day for 40 hours a week, hasn’t changed much since 1926. That seems like such a long time ago. Why would the work week be a 40-hour commitment in the modern world? Why not make the work week four days instead? It’s easy to see how this idea can seem appealing to overworked and underpaid employees, but it’s even more attractive to those on the business side. The four-day work week is a great idea for employees, but it’s also a great idea for productivity and business. This past year, 61 companies in the United Kingdom voluntarily signed up to test this model: the companies would not reduce their employees' pay as they moved to a four-day work week. When the trial was over, 92 percent of those companies said they planned to keep their employees on this shorter schedule. Not only was there no increase in burnout among employees, revenue was stable or grew in many cases. This past year wasn't the only trial. Iceland ran similar trials from 2015 to 2019 and also found that productivity remained the same or improved over nearly all workplaces where trials took place. The data is clear: four-day work weeks improve the productivity of the employees and the businesses for which they work. Why? When people are given less time to do things, they are naturally more focused. Most workers work about three hours a day out of an eight-hour workday. The remainder is spent on unnecessary meetings, distractions, or mental fatigue. By cutting away an entire workday every week, businesses can force themselves to cut down the time spent on these less-than-efficient areas. In addition, by reducing burnout in the workplace, productivity is actually improved. Businesses are losing billions to these kinds of things each year, as workers lose focus, show up to work sick, or quit their positions altogether. The four-day work week reduces these problems in the workplace and actually improves productivity by having workers who are more rested, more engaged and loyal, and more able to handle their work and personal lives. Of course, there are exceptions in every industry. Not everyone is going to be on the four-day work week model and not every type of job would necessarily be compatible with a four-day work week. This shouldn't matter: the data shows that the four-day work week works, and that's what matters.

AI Is Changing Knowledge Work — and Companies Are Wondering: How Do We Adapt? The rapid integration of generative artificial intelligence into knowledge work is driving measurable efficiency improvements while raising fresh questions about the future of careers, upskilling, and how organizations function. According to new research from MIT and Stanford, employees using generative AI technologies are completing tasks 14 percent faster, on average, compared with those not using AI, and productivity gains are even higher for less-experienced workers—up to 35 percent in some cases. That research is largely consistent with previous studies like one released by the consulting company McKinsey & Co. that suggests generative AI could add an additional $2.6 trillion to $4.4 trillion to the global economy each year, mostly through automation of tasks in industries like marketing, software engineering, customer service and research. “Historically, automation has replaced physical labor, and now generative AI is beginning to perform mental work such as drafting documents, reviewing data and building software that had previously only been possible for humans,” said Dr. Lena Martinez, a labor economist and researcher at Georgetown University. Businesses are speeding up their adoption. Microsoft, Google, Salesforce and others have already embedded AI-powered assistants into their products. Consulting companies, including Deloitte, PwC and others, are making major investments in creating proprietary models. A 2024 Gartner report found that 72 percent of large organizations are already using generative AI for at least one business function, which is up from just 33 percent a year ago. But the benefits come with disruption. The World Economic Forum recently estimated that 44 percent of workers’ core skills are expected to be disrupted between now and 2027 by generative AI, as white-collar professionals face new pressure. Younger employees, from junior-level data analysts and paralegals to content writers and entry-level software engineers, say the AI tools are already intruding on the kinds of low-stakes tasks that used to allow them to develop expertise. “Everyone is worried about what this means for career ladders,” said Marcus Chen, a 31-year-old software developer in Seattle. “If an AI can do the tasks people used to learn from, how do we train the next generation of professionals?” Generative AI technology can also produce errors, often referred to as “hallucinations,” which are plausible-sounding but incorrect or misleading responses. That has forced employers to devote additional resources to quality assurance. A number of high-profile legal firms have been embarrassed for filing AI-written briefs that included fictitious case citations. Lawmakers have been rushing to address these challenges. The European Union’s new AI law, which became effective this year, introduces new transparency obligations that will require companies to share details about how their models were created. The U.S. is currently weighing its own version of the law. Despite the uncertainty surrounding the technology, most experts agree generative AI isn’t going anywhere. The next step, many say, will be to ensure everyone gets to benefit from it as it’s used to improve the workplace.

If you want to taste coffee in its most expressive form, try our Small-Batch Single-Origin Coffee Subscription. Each month you’ll get a new coffee—one single farm, cooperative, or micro-lot—roasted in tiny batches that emphasize its individuality. This is Ethiopian coffee with zesty lemony top notes, or Guatemalan chocolate sweetened by caramel. Each delivery is a fresh, small-scale tasting of a unique place. We work with farmers who care about quality, and we roasting in small batches according to the demand, so your coffee will always be fresh, fragrant, and nuanced. You’ll pick between whole bean or ground coffee, and then your shipping frequency. All of the coffees we send out are meant to brew well, no matter what method you prefer, and all are carefully chosen for their distinctiveness and balance. You’ll get a set of tasting notes and brewing tips for each cup you receive, too. It’s a simple way to enjoy the very best small-batch coffee around the world. And it’s a really tasty way to be an ethical coffee buyer, too.

Own Your Morning. Own Your Day. What was your morning like today? Like so many of us, it started with a loud alarm, mindlessly refreshing the inbox, and gulping coffee in a hurry as you bolted out the door, already behind schedule, already anxious. What if it didn't have to be this way? Meet Rise & Align, a mindful morning planner that swaps your crazy mornings for peaceful days. We're not about that "5 AM hustle" mentality. We believe in your rhythm. Rise & Align is a personalized SaaS that creates, tracks, and maintains a morning routine that feels better. How it works Designed For Your Energy: Take our brief quiz and find your perfect morning flow, no matter if you only have 10 minutes or an hour in the AM. Thoughtfully Engineered: Our soothing audio prompts and tech integrations steer you away from social media. Just meditate and move, with ease. Flexible Morning Flow: We adapt your daily routine automatically. If you have a late wakeup, Rise & Align shrinks your daily flow to a "mini-flow." You never fail to make time for yourself. The Benefit of A Stress-Free Start When you take back control of your morning, you also take control of your focus, mood, and productivity. Rise & Align users notice a 40% decrease in day-to-day stress and see improved focus throughout the PM, just by spending their first 30 minutes a little differently. Stop waking up in "defense mode" and build a morning routine that helps you ground yourself, energize, and get ready for the day. Ready to experience the calm? [Start Free 14-Day Trial] Payment details not required. Can cancel at any time.

The internet ought to be officially designated and regulated as a public utility, on par with water, electricity and the telephone. The internet is not a modern convenience; the internet is the modern world. Without internet, it’s hard to be part of the modern world. We go online to pay bills, to go to school, to go to the doctor, to get a job or to get promoted, or even to just get information. You can’t even fill out an online application without high-speed internet. The internet is an essential part of the modern world. By regulating the internet like a utility, we’ll address the major shortcomings currently afflicting the internet: unfair access and monopolistic pricing. For now, Internet service providers are only servicing the most affluent, heavily populated, urban areas. A utility will give the government the power to require that internet service providers offer broadband to rural and disadvantaged areas. The utility would guarantee a universal minimum service for broadband and it would protect us, consumers, from being overcharged. Like the electric company has a set of rules for what it does, Internet service providers would be regulated for net neutrality. Internet service providers would not be able to slow down the connection speeds or block certain websites or give preferential treatment to their biggest customers. In the same way an electric company cannot restrict the use of electricity, an internet service provider should not be allowed to restrict internet use. By making the internet into a public utility we will recognize that the internet is essential and that it is a fundamental right. The way we look at the internet today is all wrong. The internet should not be treated like a commodity. The internet should be treated like a resource for the public.

Having your own picture book written and illustrated by yourself can be a very rewarding experience. You can bring your own ideas and story to life, creating a book that holds a young readers attention. Here is a guide to walk you through the process of self-publishing your own picture book. 1. Drafting and Finalizing a Storyboard and Manuscript A standard picture book is made up of 32 pages. Once you have your story and text drafted, create a storyboard. Break down your manuscript into these 32 pages, including title pages and copyright information. This step is vital to ensure you’re getting your message across within the pages and helps to determine where to place your text. Aim for an overall word count under 800 words. Keep your text simple and allow your illustrations to do most of the heavy lifting. 2. Creating Your Artwork Once you have determined your storyboard, you should then start creating your art. Make sure to leave room for text. Ensure you have at least one or more pages that contain low-detail, or “quiet” areas where text can be placed. This is a large, plain space that would allow readers to read your text easily and clearly—such as a light blue sky or a light colored wall. Watch out for the gutter. When finalizing your images, it’s important to keep them from crossing over the center of the page. This is because the gutter is where the pages bind together and anything crossing over there will become hidden and unreadable. Format your art properly. Scan your images at a high resolution—usually 300 DPI minimum—and save the files in the CMYK color format, which is used for print (RGB is used on the web). 3. Determining a Publishing Path There are a variety of self-publishing options to choose from: Traditional Publishing: Research publishers and literary agents that accept submissions from un-agented authors. If you have decided to self-publish (sometimes referred to as an author-illustrator), you will have to create a “dummy book” to be submitted as an initial manuscript, which would consist of your full storyboard and 2 to 3 completed, full-color sample pages. Self-Publishing: If you self-publish your story, you will have total creative control. The only drawback is that you will have to either design the book yourself or hire a book designer. Print-on-demand websites such as Kindle Direct Publishing (KDP) and IngramSpark let you upload your files and publish your books, printing them out only after they are purchased. 4. Finalize Your Book and Format It for Printing (Self-Publishing) If you have decided to self-publish, go on to your publishing website and download the trim size templates for your printer. Make sure to include a bleed on all sides of your pages (an additional 0.125 inches past your trim line). The bleed is a small section you don’t see in the final cut. You don’t want your final image to include any of those white borders. Add your text onto the pages using clear, easy-to-read type and font. 5. Launching the Book Place a sample of the book you have just designed and ordered and check if it came out the way you planned. When ready, order the ISBN, an international book number, and your book is ready for publication. Start promoting your book by reaching out to parents on social media and local libraries, and host your own readings and signings. You may also want to give copies of your book to your favorite book bloggers in exchange for a review.

I wish to study comparative literature as I have long been intrigued by the movement of stories through space, time, and genre, as they travel from one language into another and from one medium into another. Literature, for me, has never been merely a set of discrete national canons, but a collective endeavor in which writers speak to one another, rewrite old tales, confront the world of their era, or even conjure up other worlds altogether. Studying comparative literature would grant me both the flexibility and discipline to engage in this exchange from a variety of perspectives. The most appealing facet of comparative literature is its openness. A single theme—exile, memory, belonging, love, trauma, or human rights—could be explored via a Greek tragedy, a novel by a contemporary Nigerian writer, a Russian epic poem, a French novel, or even a film. In comparative literature, I could learn how to analyze the historical and cultural contexts in which literature is embedded as well as the enduring and pervasive nature of many of literature’s key themes, topics, and genres. Comparative literature could help me identify both difference and similarity between literature in different languages and different cultures: how the language and genre of the work carries a specific cultural meaning; and what translation allows one culture to learn from another, in addition to what it might not allow. I am particularly interested in the role of translation in comparative literature. As I have noted, I have long been fascinated by translation and what it says about both the work itself and its readers. By the very act of being translated, I have come to believe that a literary text is never merely a vehicle of meaning or even a static object but is constantly being reinterpreted by each reader, and that interpretation of a work is also in a constant state of flux. Moreover, I want to examine how a text changes when it is translated and how, if the translation is successful, it manages to transcend and perhaps transcendence of cultural boundaries. This has also compelled me to ask questions such as “Who writes?” and “Why do we read?” Why do we preserve the stories of some people more than others and how do these choices influence how we read and view the text? For me, comparative literature offers the chance to pursue my passion for reading and to learn more about the world. As such, I see myself studying comparative literature for years to come and would like to further my own education in it, so that I could become a better and more critical reader, thinker, and writer.

Application for Data Scientist (Mid-Level) Job To the hiring manager, I am writing to let you know that I would love to apply for the position of Senior Data Scientist with your company. With more than 7 years of experience in using data to solve business problems and extract actionable insights, I would love to add value to your data science team. I have spent my career building machine learning models to solve real business problems. At my current employer, TechCorp Analytics, I spearheaded the development of a churn prediction model that helped decrease customer attrition by 23%, saving the company roughly $4.2 million in annual recurring revenue. I also designed and implemented an end-to-end recommendation system, incorporating collaborative filtering and deep learning, that grew engagement by 35% on our platform. I have a broad range of expertise across the data science ecosystem. My skills and tools include the Python programming languages, R, and SQL, and I have a lot of experience building and deploying production models using libraries such as TensorFlow, PyTorch, and Scikit-learn. I have extensive experience with cloud deployment in AWS and Google Cloud and have deployed models using technologies like Docker, Kubernetes, and MLflow to ensure reproducible and scalable pipelines. My expertise includes: statistical modeling natural language processing (NLP) time series analysis A/B testing As a data scientist, I know the importance of bridging the technical expertise of data scientists and the business objectives of an organization. I have shared my data analysis results with executive decision makers, trained junior members of the data science team, and collaborated across departments (including product, engineering, and marketing). Earlier, I built a system-wide standardization process for model building and deployment in data science that reduced the time-to-deploy models by 40%, increasing the efficiency of the entire team of five data scientists. What appeals to me about your organization is that you leverage data science as a critical competitive advantage in your sector. The way your organization uses AI to develop personalized experiences fits my professional goal of developing intelligent technologies that deliver tangible value. I look forward to joining your team as it expands its ML capabilities and as I am able to support your organization in becoming more data-driven in its operations. I hold a Master's degree in Statistics from State University, and I continue my professional development by participating in certification programs for deep learning and cloud computing. I am also active on GitHub by contributing to public data science repositories, and I maintain a blog where I write about data science topics and present at industry events on data science related topics. Thank you for considering my application. I look forward to learning more about this opportunity and discussing how my experience can benefit your team. Sincerely, [Your name]

The four-day work week is more than a perk; it is a serious productivity strategy that workplaces should implement. For years, many businesses have been under the impression that more hours on the clock means more output. But a growing body of workplace research points to the opposite: working fewer days can lead to more productive, higher quality work when you give employees rest, motivation, and focus. A four-day work week doesn't have to be a trade off between efficiency and the health of your employees, or a sacrifice in the ability to hire the best candidates. Instead, a shorter work week actually promotes efficiency in a number of ways. A large portion of a traditional workday is spent on things that don't necessarily get things done (e.g. low priority tasks, long meetings and just plain distractions). If you know that it is now only four days a week to do your work instead of five, it might become a priority to stay focused and cut out the unnecessary time wasting. For companies who have already tried a four day week, productivity often remains on pace or even increases as employees begin to use their time more carefully. In short, the four day week is about results, not just time spent in the office. Second, the four day week promotes employee wellbeing. Many industries are seeing an epidemic of burnout, which has a negative impact on productivity (in that you're less creative and accurate, and more likely to quit). But, an extra day off to rest, spend more time with family, get in better shape, or learn more skills can give workers the boost they need to go back to work refreshed and ready. A happy, rested employee is going to have better focus, make fewer mistakes and have higher morale. When employees feel good, a business stands to gain. A number of people may argue that the four day week isn't feasible or would hurt customer service or deadline deadlines. These may be valid points and concerns in some circumstances, but these aren't impossible obstacles. Employers can find ways to stagger shifts to allow for customer service at all times, be more efficient with the use of technology or look at their workflow. The point is not to fit in five busy days into four frantic days, but to be as efficient as possible and do the work smarter not harder. With the proper planning, there is no reason companies can't still deliver on customer service and give their workers more freedom. Lastly, a four day week could also give your company a competitive advantage in recruiting top candidates. Today's talent market is all about flexibility and offering the four day work week is more likely to entice candidates to join your team. It could also reduce turnover which would save on training and recruiting costs. The four day week is a productivity strategy because it encourages focus, prevents burnout, and creates a more loyal workforce. Instead of just focusing on how many hours have been spent on the job, let's focus on how much quality was produced.

Tips for How to Publish a Picture Book You’ve Written and Illustrated Writing and illustrating your own picture book might be one of the most fun projects you ever do in the publishing business. Work out the writing first You might be an amazing artist, but unless the story reads well, your illustrations won’t do the trick. The most popular length for picture books is between 200 and 800 words, spread across a total of 32 pages. The front and back pages aren’t really included in that 32. Read out loud and then let a few kids read through it. The better the story, the easier it will be for your illustrations to do the work, rather than describing every single thing. Create a dummy book A dummy shows your text and your art in a picture of how the book actually should appear. This gives publishers a better understanding of the flow and rhythm of the book in the way the text and the pictures are going to work in together. Sketch out some pictures. Look at them in order. Does the pacing work? Do the page turns create suspense and keep interest? Illustrate your book If you don’t already have it, come up with a theme of illustration. Pick a method, like painting on a paper, watercolor, collage, or even creating digitally on your computer. Create two or three finished images from your dummy that you can share. Be sure your characters and styles are consistent and you’re using the same colours or colour palette for your artwork. 300 DPI is the usual requirement in inches, and you have to allow for bleed when submitting the images. Traditional publishing or do it yourself? If you’re going the traditional publishing route, find out more about the publishers and agents that accept submissions of picture books. Since they’re submitting the art themselves, they are given the upper hand. Make sure to follow the submission guidelines provided by the agents. You’ll need to submit the manuscript, dummy and images. If you’re self-publishing (e.g., Amazon KDP, IngramSpark, Blurb) you won’t find much help from publishers, so be prepared. You’ll keep more of the profits, but you’ll also have the entire publishing process in your own hands. You’ll need to create your own art, write, edit, market and distribute. Finalise production Even with traditional publishing, you’ll need to do more than just write the book and create the pictures. Set your files up with proper bleed (0.125" is common) CMYK and make sure to embed the fonts that were used. Use design software such as InDesign and hire an editor/proofreader. Mistakes are much easier and cheaper to deal with before the book is published. Start planning for the launch early Have your website and social media ready months in advance. You also might want to reach out to local book stores, libraries and schools that will give a reading of the book. Try to have some copies of the book sent to publications such as School Library Journal and Kirkus for reviewing. Think about the timing too – there’s a good chance you won’t want to launch your book during summer because most bookstores will want to do their major sales in the spring and fall. Market your book and author With such a short book, it will really rely on the pictures and on word of mouth to sell your book. Consider creating school visits and/or social media. Make up activities sheets and such for schools or parents who will read the book to their kids. Building a following will help the longevity of your sales, which could also lead to sequels. While working on and writing your own picture book will take quite a bit of time, and lots of patience, there is no doubt that it will be one of the most rewarding projects you will ever work on.

This personal statement was written for a program in comparative literature: For me, literature has never been isolated. When I grew up bilingual, I saw how one word could have different cultural significance depending on which language it was being spoken in. Translating texts does not only involve translating words, but cultures. This early discovery is what motivated my interest in how stories move between borders and are influenced and transformed by other languages, histories and forms. My goal is to study comparative literature and move beyond the national, into the global; to see how different texts and cultural histories can be read together for their connections across the world. My own area of academic interest has been in postcolonial writing and translation studies. I enjoyed thinking about how authors like Gabriel García Márquez in One Hundred Years of Solitude and Salman Rushdie in Midnight's Children (amongst others) are utilizing a similar technique of magical realism to reconstruct their own histories from different ends of the earth. While the act of reading and comparing these works is rewarding, it also made me question how translation of texts like these affects the original political message of the novels. How do writers who were previously marginalized find a voice? What does that mean for the rest of the story? In order to be able to answer these questions more thoroughly, I need the knowledge that a comparative literature degree can offer. I would love to be a part of this program. Your department's focus on dialogue and critical theory will be the perfect environment for my interests in French and English-language literature. I am eager to explore the process that authors go through when they translate their work into a different language and culture. Furthermore, I have the opportunity to read and write under professors who have an extensive knowledge of translation and literary theory. In short, I view literary texts as a form of mapping out empathy. In today's climate, when the world becomes ever more fragmented, the ability to read comparatively, to understand how texts from different cultures can be read together, is more important than ever. The comparative literature program will allow me to continue my exploration of world literature from an academic point of view and will provide me with a solid basis upon which I can build a future career of my own.

Literature Review: How Renewable Energy Is Adopted in Mid-Sized Cities Renewable energy is arguably the defining issue of the twenty-first century, as cities around the globe try to grapple with climate change, energy security, and environmental sustainability. While a good amount of research has focused on renewable energy adoption in megacities and rural areas, relatively little has been directed towards mid-sized cities: defined as cities with populations between 100,000 and 500,000 people (The United States Census Bureau, 2021). However, since the population in mid-sized cities accounts for almost a third of the total world population and a significant percentage of energy use, it is important to know whether the patterns in renewable energy adoption for these cities differ from other cities and what factors could be driving this process. Scholars have pointed out that mid-sized cities have a number of characteristics that make them stand out from other cities. For example, Bulkeley and Betsill (2013) suggest that they typically have more flexibility in the local government and communities and therefore the capacity to innovate and experiment with new policies. On the other hand, Hoppe et al. (2015) argue that they tend to lack access to resources (e.g., funding) and expertise (e.g. technology) that large cities have in abundance and are therefore more vulnerable to market failure. Therefore, a good deal of research has been done to understand the conditions under which these cities can overcome these barriers and embrace renewables. For instance, several studies emphasize the role of multi-level governance in adoption of renewables in mid-sized cities. Kern and Rogge (2018) find that mid-sized cities depend more on the national framework and regional collaboration in comparison to large cities to overcome their capacity limitations. They also show that these cities face stronger economic constraints in adopting renewables than their counterparts due to their smaller tax bases and higher per capita debt. In addition, a number of studies point to the important role that local community can play in shaping adoption in renewables, particularly in mid-sized cities. Seyfang et al. (2014) highlight that social capital, such as civic participation and sense of belonging, is likely to be more important than in large cities where community groups tend to have less influence on municipal decision-making. Despite this recent progress, several gaps remain in current research. First, most studies on renewable energy adoption in mid-sized cities focus on the experiences of cities in Western Europe and North America. Thus, there is not a clear picture of how the experiences in Global South cities differ and are generalizable. Second, there are not many comparative studies that look at mid-sized cities across a variety of contexts that allow us to understand common patterns of adoption and barriers. Thus, the purpose of the current literature review is to present and analyze the research on renewable energy adoption in mid-sized cities. This literature review also highlights some common themes in research in adoption of renewable energy, such as barriers and drivers, and provides recommendations for future research to advance our understanding of renewable energy adoption in mid-sized cities.

10 Tips to Boost Your Home Wi-Fi Signal Anyone who streams knows how frustrating it can be to watch the loading wheel spin forever when you're trying to catch up on an episode of your favorite show. If you're tired of slow speeds, you may think the only solution is to yell at your service provider on social media. Don't do it yet. Try one of these 10 easy tips to help strengthen your home network. 1. Center your router You might not want it in full view in your living room, but you definitely need to move your router out of the closet or behind the couch. Put your router in the center of your house and place it somewhere out in the open. Think of it as the centerpiece of your house—okay, maybe not so much the prettiest, but most important. 2. Put it on top If your router's down on the floor, you're shooting your internet to your floor boards. If you want stronger signals in your home, you need to elevate your router. Get it up on a table or on a bookshelf so it can spread further. 3. Watch out for thick walls and metal appliances Concrete walls and metal surfaces can make your signals weaker. If you notice a lot of walls and appliances near your router, consider finding a new home for it—ideally not in the kitchen. 4. Adjust your antennas Do you have antennas that can be angled? Point one vertically and one horizontally. Your phone and other devices receive the best signal when their antennas align with your router. 5. Get rid of the neighbors You could be paying for a strong signal, only to have neighbors steal your bandwidth and slowing your speed down. If you suspect this is happening to you, take a look at your router settings and change the Wi-Fi password to something more secure. 6. Use the 5GHz Most routers are dual-band which means you'll have the option of connecting your devices to 2.4GHz, which travels longer distances, or 5GHz, which provides faster speeds. If you want to improve your performance, use 5GHz on your gaming console or TV. 7. Watch out for microwaves Did you know that microwaves, cordless phones and Bluetooth devices have frequencies that overlap with your home network? If you notice that you get a better signal whenever you don't use the microwave, you may want to try putting your router somewhere else. 8. Update your router firmware If you update your phones and apps regularly, you'll know how important it is to keep everything running smoothly and bug-free. Check your router admin to update firmware. The firmware update will fix bugs and it could help your router perform better, all from a five-minute search. 9. Get a Wi-Fi extender If your home is larger or you're dealing with a lot of weird-shaped rooms in an old home (thick walls), you should invest in a Wi-Fi extender. It'll help your signal to push further into the garage or the back yard. 10. Use mesh Wi-Fi If all else fails, you might want to consider upgrading to a mesh Wi-Fi setup. In a house or larger home where one router might not be enough, this system of routers can provide seamless coverage over a larger space.

10 Ways To Improve Your Home’s Wi‑Fi Coverage There’s no greater frustration than your video conferencing software freezing up right as you’re making your point, or a movie buffering right when something exciting happens on screen. Before you assume it’s time to invest in a brand-new internet plan, know that there’s a good chance you don’t. The solution to many Wi‑Fi coverage problems can often be found in simple adjustments to your current setup. Read on to find 10 tips that can boost your home’s Wi‑Fi range. Put your Wi‑Fi router in the middle of your house Your router’s performance depends on its ability to spread its wireless signal throughout the entirety of your home. This may seem self-explanatory, but routers placed in corners or closets, or behind large pieces of equipment, can experience difficulty reaching across your home. You’ll have better luck if your router is in an unblocked, central area. Don’t put your router on the floor Wi‑Fi signal tends to spread outward, as well as downward. Try setting your router up on an open shelf, countertop, or piece of furniture instead of on the floor, where it may get buried behind other items. Be wary of signal interference Certain items can interfere with your home Wi‑Fi signal. These include cordless phones, baby monitors, and Bluetooth-enabled devices. Additionally, your microwave may create enough interference to mess with your router performance. Turn off your router, then turn it back on This one may sound like it was written by a person without much technical knowledge. But this method often works. If you’re experiencing intermittent connection problems or you’re finding it difficult to access your Wi‑Fi at certain times, try unplugging your router for about 30 seconds, then plugging it back in. This allows your router to start fresh and may improve performance. Download your router’s latest firmware Like your personal computing devices, your router will require firmware updates from time to time to stay on the leading edge in terms of performance, security, and reliability. Check with the Wi‑Fi router manufacturer’s website, or use their accompanying app, to see if there is an update for your model of router. Pick the right wireless network frequency Most modern routers offer 5GHz and 2.4GHz wireless network options for your router to choose between. Generally speaking, the lower frequency 2.4GHz option can reach further distances, while the 5GHz band tends to have higher speeds at short distances. You’re typically better off using 5GHz if you have to use Wi‑Fi from the same room that your Wi‑Fi router is in, or if you want to get better speeds, but if you have a device that is far away from your router it is probably better off with a connection using 2.4GHz. Change the Wi‑Fi router frequency channel If you live in an apartment building, or a densely populated neighborhood, chances are other routers will be sending signals through the same area that yours will. Your router’s performance will be improved if it can avoid other channels that are already heavily used by other wireless networks. Check for your router’s settings for this option. Get a wireless router extender Wi‑Fi extenders can work well to fill in coverage gaps where your Wi‑Fi router is unable to broadcast the signal. The best spot for a wireless router extender is located directly between the original router and the area you would like coverage. Look into a mesh wireless network For homes that are particularly large or shaped in ways that prevent signals from reaching certain spots, installing a mesh Wi‑Fi system may be worth your while. With this, you install a Wi‑Fi mesh router, and then you can have several different devices scattered around your home. This allows you to enjoy better wireless connectivity throughout the house. Replace the router you have If your router is more than several years old, it could benefit from being replaced with a brand-new model that may have better specifications. Older routers, even if they don’t break down entirely, may not be able to reach modern high speeds, or work well with all of the different devices you have. It is worth seeing if you can replace it. By trying these out one by one and seeing what happens you should be able to get better Wi‑Fi in your home. If you’re having signal coverage problems start with checking where your Wi‑Fi router is located, seeing if interference is a problem, and only then getting a new router or range extender if you feel like they are the best options for you.

Your passport to extraordinary coffee is here: the Small-Batch Single-Origin Coffee Subscription. This exclusive club is tailored for the discerning coffee lover who craves the most exciting and rare coffee available. Each month, we find amazing 100% Arabica coffee that is sourced directly from single farms or micro-lots of family-owned farms throughout the world, from Ethiopia to Colombia. Since we only source in small-batch quantities, we only have as much coffee roasted as we need. That means that each month, our master roaster can spend all his time carefully roasting our single-origin coffee to preserve the delicious tasting notes each unique terroir provides, from the high-altitude floral and honey-processing of the Gesha to the rich and chocolaty of our naturals. All of our coffee is roasted in small batches and shipped directly from our roasting facility within 24 hours of you placing your subscription. Subscribe today to taste the freshest coffee that the world can offer while simultaneously supporting a better system for the farmers who grow and harvest the finest coffee beans on the planet. Choose your roast, select your delivery frequency, and enjoy a truly world-class coffee experience every month without having to rely on mass-market blends. Choose your grind, pick the days that it gets shipped to your door, and enjoy a cup of exceptional, single-origin coffee, straight from the farm to your coffee mug. Subscribe today.

Generative AI is quickly transforming how knowledge workers write, research, code, analyze data and make decisions, as firms across sectors test tools that can generate text, images, code and summaries. Generative AI's impact is likely to vary by occupation, with workers using the technology well more likely to be productive. Since the chatbots that powered generative AI systems launched last fall, companies have been rapidly adopting them for tasks that range from drafting copy for an e-mail to summarizing contracts and writing code. Generative AI is a general-purpose workplace technology that is changing how workers process information. It could also boost productivity, helping those using the technology work at a faster pace to deliver results. The technology could allow small businesses to perform tasks like creating images, translating text or analyzing large data sets more easily. At the same time, the new technology is placing new demands on employees, who are having to develop their prompting abilities in order to craft queries that result in high-quality output, as well as verifying the content for accuracy. Generative AI could also displace some types of knowledge work, particularly in administrative, content creation and customer-support positions. It could also raise concerns regarding the accuracy and copyright of the generated content and security issues that arise from improper usage. The effects of the technology on the workforce, however, are likely to vary across roles and companies. As the technology matures, the impact of generative AI on knowledge work will only accelerate, making digital skills and critical thinking more essential.

It's a fact that many people are now accepting, or at least talking about, that the four-day work week might just be the next big trend. After one hundred years of the "standard" work week – Monday through Friday – the five-day schedule is no longer applicable to the knowledge- and tech- based jobs of modern America. The five-day, 40-hour work schedule dates back to when there were many more factory workers. Back then, it was to protect workers from having to labor more than 40 hours a week. That isn't so much of a problem anymore. It would make sense that the current economy has a much larger problem of burnout and quiet quitting (or in other words, disengagement), which is why we are seeing the shift to a four-day schedule. It sounds like something lazy people or those who don't have jobs would prefer, but it can actually be an incredibly effective tool to help organizations reach their full productive potential. The main reason why the 5-day, 40-hour work week doesn't work anymore is Parkinson's law, which essentially means that work expands to fill the time available for it. In other words, if you have 40 hours of work in a week, 40 hours of "work" – which could be meetings, social media surfing, or other unnecessary tasks – will fill the gap. By reducing that time to 32 hours, organizations and employees are forced to prioritize more important tasks, leading to shorter meetings (and fewer meetings in general) and higher levels of output. The reduced schedule also encourages employees to work more efficiently and eliminate unproductive hours by making it more clear what needs to be done by the end of the week, as opposed to just what can get done in 8 hours on a particular day. By reducing the amount of time spent at work, employees and employers can see their output in a much more meaningful way, by the quality of work rather than the amount of hours worked. Another reason why a four-day week is a good idea is that it will allow people to work and rest. Burnout and chronic stress are major killers of productivity, resulting in cognitive fatigue, increased absenteeism, and costly employee turnover. It is clear that people need a break to restore their energy for the following work week. People who work a 4 day week will take that extra day off to relax, spend time with family, work on hobbies and so on, and are thus more prepared to return on Monday at a higher level. In the recent trials by the organization 4 Day Week Global (a global research nonprofit), the majority of companies saw no reduction in productivity, with many seeing increased revenue and a decrease in sick days after switching to a 4-day week. Some might argue that a four-day week could create an environment of rush and stress, but those factors are also major causes of poor productivity, leading to mistakes and low morale. A positive attitude has a large impact on how an employee works, resulting in faster and higher-quality work; therefore, by increasing morale, the four-day work week is a step in the right direction for improving productivity. On top of that, employees today tend to switch companies for much more than a raise – a competitive work week is a major reason why companies will attract a better pool of talent who will contribute their maximum effort over the long term. A four-day work week is the way of the future because the traditional 5-day schedule is no longer applicable. The only thing that is important is what gets produced, not how long it takes, and that is why a 4-day week can work in almost any modern industry. By implementing this shift, employers and employees alike will win big in productivity and employee satisfaction.

Comparative Literature Personal Statement When I first read One Hundred Years of Solitude in translation and struggled to work my way through passages in Spanish a few months later, I learned that something was lost and also something was gained. The English Macondo is not the Spanish Macondo. This troubled and then intrigued me, and it set me on the trajectory I am now on. Comparative literature interests me because it treats literature not as national possession. I love that a Persian ghazal reverberates across the centuries in a German Romantic poem; a Japanese novel reemerges in the mind of a Colombian writer; a Greek tragedy surfaces in a twentieth-century Nigerian play. Through comparative literature, I am able to chart the flow of literary texts across linguistic, geographical, and temporal borders, and I am able to study not only what a literary work says, but how that literary work speaks. My training in undergraduate literature and language courses has prepared me for this work. In my study of Baudelaire and Eliot, I learned to think about modernism not as a collection of discrete events, but as part of a larger transnational literary conversation; a class on postcolonial fiction allowed me to think about Achebe and Rushdie not only as writers reacting against empire, but as authors contributing to the development of the European novel; in each of these courses I learned that the important literary questions we are asking today—questions of subjectivity, memory, power, and literary form—must be answered with reference to a transnational, translinguistic body of texts. Among other topics, comparative literature offers me the opportunity to investigate questions surrounding the problem and possibilities of translation: What happens to a metaphor as it crosses the border of two languages? Do translators become co-authors? I would like to investigate these questions through the study of twentieth-century fiction, particularly Latin American and Francophone African writing, while also developing my reading knowledge of other languages. Comparative literature is not only my academic interest. Comparative literature is how I understand the world, one in which cultures never speak only to each other, one in which they never completely shut each other out. The careful, patient work of reading across borders, languages, and centuries is necessary for me personally, and it is a work I would love to devote myself to, as a student, as a scholar, and as a future teacher.

The internet must be considered a public utility because it has become essential for modern life. Not unlike other public utilities like electricity, water and transport, internet has moved beyond its original use as a means of leisure and entertainment. People need to connect to the internet to look for jobs, go to classes, contact their government, deal with their banking appointments, book a doctor's visit and simply talk to friends and family. People that are denied this connection or simply can't afford it are denied many of the benefits of living in the 21st century. The treatment of internet as a public utility can help alleviate inequality. Broadband is often unavailable, prohibitively expensive or terribly slow in rural and poorer communities. The private sector has little motivation to expand networks in these areas because the return on their investment would be minimal. Public utility regulation, on the other hand, would enforce greater universal service, reasonable price points and minimum requirements for speed and reliability. That would ensure a student in a far-flung village receives the same level of service as an affluent kid in a city. There is a common refrain that such regulation will stifle innovation and discourage investment from private enterprise. Public utility treatment, however, would not imply the internet be run and run by the government nor would it require an end to competition. Public utility would simply require the internet companies to act to meet public interest. Basic regulatory oversight should not preclude improvements in technology or competition; only unfair rates, monopolistic behavior and discriminatory service would be curbed. The internet is, in many respects, a means to all other public utilities as it is the route to education and employment, healthcare and even government. As a gateway to other basic amenities of life, it should be a public utility.

Writing and illustrating your own picture book is a fantastic creative undertaking. It’s a project that brings together all the skills of storytelling, illustration, page layout, and self-promotion. Here is a practical guide on how to write and illustrate your own picture book: Picture books are short. They typically run from 300 words to 1,000 words, and they depend heavily on the balance of text to image. Determine the age of your target reader – whether it’s babies/toddlers, preschoolers, or beginning readers. Write the text in a short and simple style with a clear beginning, middle, and end. Recite or read the text out loud a few times to check rhythm, flow, and clarity. Next, create a story board, sketch book, or a “dummy.” The standard picture book is 32 pages. These will usually include the title page, the copyright page, and “end matter.” Sketch some thumbnails or a few rough sketches of the whole book layout, considering where the text goes and how the picture moves forward on each page. This is an essential step in writing/illustrating your own picture book because you don’t want any repetition and you want every page turn to hold your reader’s interest. When the dummy is in good shape, start working on your final illustrations. Choose a consistent character design and palette. Whether it’s your pen and ink on paper, or computer programs, make sure your pictures are high quality and resolution. For the printer, images need to be 300 dpi at final trim. You’ll have bleed if your art goes all the way to the edge of the page. Bleed is usually a ¼” (or more like 1/8” (0.125 in on each side. Then lay out the interior pages of the book. You can do this in a professional tool like Adobe InDesign, Affinity Publisher, or a simpler tool like Canva. Choose your fonts carefully, with a focus on readability and text placement. You want to make sure that your text is not competing too much with the imagery. Also, plan a cover image that catches the reader’s attention on a thumbnail. Edit your text, then have someone else read through your story. A children’s book editor can be a good idea; a proof reader too if you can spare the funds. And finally, give it to a few people in your audience (parents, teachers, librarians, children) and get feedback. For print on demand, Amazon KDP is easy, and you can print directly at Amazon. For libraries and bookstores, try Ingram Spark. You can compare different services and printers to find the right print size, color, royalty, and shipping options. Upload your final pages and images to the publisher. If it makes sense for you, order your own proof copy. Once you receive that, take a critical look at it. Does the color look right? Are the margins and pages in order? Is the text properly placed? Are the binding and binding perfect? Make changes where necessary. Once you’ve approved your copy for printing, plan your launch. Consider making a website or landing page, sharing images of the book as it develops, contacting bookstores and libraries, asking for reviews, and doing school visits or storytime events. Once your beautiful picture book is complete, all you’ll need to get it out there is some marketing!

Dear Hiring Manager, Please accept this letter as an expression of interest in the mid-career Data Scientist position. My experience using statistical analysis, machine learning, and data science to solve real-world business challenges, along with my enthusiasm for this opportunity, will help me make substantial contributions to your team. I have supervised end-to-end data science activities in my current position, including data collection, cleaning, feature engineering, modeling, model deployment, and ongoing monitoring of model performance. I have implemented a variety of machine learning models, such as customer segmentation, demand forecasting, anomaly detection, and process optimization. My projects have included both the technical execution (using Python, SQL, and machine learning libraries) and the management of relationships with product owners, data analysts, data scientists, engineers, and executive team members to ensure my projects met business needs. In particular, my work translating vague business questions into quantifiable and measurable hypotheses, and my comfort with large datasets to identify and address challenges are two strengths that will allow me to succeed in this position. I use those strengths to share meaningful insights that help teams make data-driven decisions. For example, I recently worked on a project that utilized machine learning for model evaluation to improve model prediction by 18% versus the original baseline and used those findings to prioritize actions with business stakeholders. In addition to building the model, I spent extra time ensuring the model was interpretable, well-documented, and integrated into the business for use by non-technical teams. I have a wide variety of technical skills across the statistics and experimentation and machine learning fields, such as supervised and unsupervised learning, A/B testing, time series analysis, natural language processing, model optimization, and model evaluation. I also have hands-on experience with cloud-based data platforms and working in a production environment, with an emphasis on version control, reproducible code and results, and collaborative approaches with development teams to deploy models into production at scale. I would welcome the opportunity to meet with you and discuss how I would utilize my background in data science to support the work of your team. Thank you again for considering my qualifications; I look forward to the opportunity to meet. Sincerely, [Your Name]

Renewable energy is a top priority for many cities trying to cut emissions, enhance energy resilience, and encourage environmentally conscious growth. Although some studies have focused on renewable energy policy in large cities, and others on national levels, mid-sized cities are being highlighted as places to observe innovation. Usually defined as cities with a population of around 100,000 to 1 million, mid-sized cities represent a size where demand for energy can be felt, but which may have a more nimble government. It, therefore, seems like an appropriate context to discuss the local implementation of renewables, policies and social arrangements. Some researchers have investigated the role of renewable energy and the factors that influence its adoption in cities. Scholars emphasize the importance of urban policies to encourage sustainable energy, such as municipal climate action plans and energy procurement policies, permitting reforms, or investments in renewable energy technology. This suggests that local government is a key player in local renewable energy implementation. Mid-sized cities could be especially influential because of how local they are, while still allowing the city to coordinate across sectors such as energy, transportation, housing, and land use. The literature shows that local economic factors and resources are important for the implementation of renewable energy. Having access to solar energy, wind resources, biomass, and geothermal energy can be key to renewable energy adoption. However, economic and resource conditions are only one influence, as other important factors, such as incentives, utility regulation, grid capacity, funding opportunities, and workforce capacity, may affect implementation. This has led to studies on renewable energy adoption in specific locations to better understand what role community energy, public-private partnerships, and community and municipal aggregators play, as they may be a way to overcome economic and institutional barriers. At the same time, mid-sized cities may not have the staff capacity to be able to implement local government-led initiatives, and they may be more influenced by a regional utility that they don’t have control over, in part because of fragmented policy and the competition between various municipal policies and services. In the literature, there are also discussions around how public acceptance of renewable energy and the equity of renewables affect implementation. Public support for renewables has been influenced by local benefits of renewable energy such as job creation, cost savings, and environmental benefits. However, this is countered by research that indicates renewable energy may exacerbate or reproduce inequalities in energy access. Therefore, renewable energy projects should also be evaluated on whether they will provide energy access to people who do not own their home, or low-income communities who may be more impacted by infrastructure development, and there may be a need to consider procedural justice and community engagement in community-based energy programs to be more equitable. These studies indicate that renewable energy policy should be evaluated from the perspective of the people in the city, and not just how it works at the national or municipal level. This shows that in mid-sized cities, there is a distinct position for renewable energy, as they are not simply a passive recipient of national energy policy nor an imitation of large cities. Further research on renewable energy in mid-sized cities is needed to understand the role of renewable energy policy, technology, and social arrangements.

The Algorithmic Colleague: How Generative AI is Rewriting the Rules of Knowledge Work SILICON VALLEY — Knowledge work, in all its glory, is about to change in ways we never imagined. Generative artificial intelligence, or "generative AI," is quickly becoming the hottest topic in the tech world, promising to automate the daily tasks of lawyers, programmers, copywriters, and other "knowledge workers"—a catchall term for people who generate and process information instead of making tangible things. For decades, knowledge workers have been largely spared from the job-swallowing robot plague, but not for much longer. Generative AI can draft legal briefs and write code with frightening efficiency. It can summarize long reports and produce entire presentations. It’s a tool that can do most of your job for you and is rapidly finding its way into all sorts of offices. "We're transitioning from an era of information gathering to an era of information synthesis and curation," said Dr. Aris Thorne, a labor economist at MIT and senior fellow at the Institute for the Future of Work. "The most valuable employees won't be the ones who can do all of the work—they'll be the ones who can most effectively direct the AI to do the work on their behalf." McKinsey Global Institute, a think tank that analyzes the effects of technology on the economy, estimates that generative AI could automate up to 75 percent of an accountant's job. That doesn't mean accountants are going to be losing their jobs anytime soon, they said; just that accounting work, in many cases, will become something very different from the work accountants do now. Still, the change is certain, and the pace of that change is dizzying. "The biggest impact that generative AI will have in the near future is changing what it means to be a professional," said Thorne. "Instead of writing and research being the main output, they'll be the input that you use to build your expertise." Thorne said the rise of generative AI will likely lead to a huge upshift in the value of human capital. Right now, AI is being used primarily to create new content, like writing blog posts or generating images for marketing campaigns. But in the near future, experts predict AI will become more of a collaborator, rather than just a content creator. "We're going to see more of a human-in-the-loop system, where AI does a good chunk of the work, but then humans have to review it and make decisions," Thorne said. "So, rather than just being a consumer, the human will also be a producer, but in an entirely new way."

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