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Odoo Address Validation Solution
Hi MD Abul,
Your GeoPostcodes trial has expired! To continue accessing our data, a call would be required to learn more about your use case and how to best support you.
To find out additional information on how our data is being used by our customers, here is a use case testimonial from Opterrix around mapping natural hazard risk areas to postal boundaries and points.
Find a time that suits you here to discuss further.
Best regards,Kashif AliBusiness Development+32 25 86 22 31Rue Aux Laines 70, Brussels 1000, BELGIUM
mardi 8 octobre 2024, 08:35:06 +0200, Kashif Ali <kashif.ali@geopostcodes.com>:
Hello MD Abul,
Our on-premises location data offers the most advanced address verification solutions for enterprise backend and frontend systems. By using GeoPostcodes, you can achieve the following benefits:- Ensure data accuracy- Deliver a superior user experience- Increase conversion rates during checkout- Prevent shipping problems
If you'd like to discuss your requirements, please schedule a time that works for you: HERE.
We are looking forward to speaking with you soon.
Best,Kashif AliBusiness Development+32 25 86 22 31Rue Aux Laines 70, Brussels 1000, BELGIUM
vendredi 27 septembre 2024, 13:16:12 +0200, Kashif Ali <kashif.ali@geopostcodes.com>:
Hi MD Abul,
You're now halfway through your GeoPostcodes' trial. Have you been able to explore our data, and what questions do you have?
We're already working with 124 Fortune 500 companies to service their location data needs. Let me know what you're working on, and we can discuss how we can support you with one of our datasets.
To discuss further with our experts, find a time that works for you here.
Best regards,Kashif AliBusiness Development+32 25 86 22 31Rue Aux Laines 70, Brussels 1000, BELGIUM
mercredi 25 septembre 2024, 17:43:24 +0200, Kashif Ali <kashif.ali@geopostcodes.com>:
Hey MD Abul,
We understand the struggle posed by inaccuracies, manual verification complexities, and the constant need for reliable data. GeoPostcodes is designed to be your comprehensive remedy, ensuring precision, saving valuable time, and providing a dependable solution.
Our Address Validation Service ensures the accuracy and completeness of your address database. By integrating GeoPostcodes, companies like DB Schenker have significantly improved their delivery processes, reduced errors, and enhanced customer satisfaction. You can find more information in this blog post on how DB Schenker validates postal data 300X faster
When suits you for a quick call with our experts?
Best regards,
Kashif AliBusiness Development+32 25 86 22 31Rue Aux Laines 70, Brussels 1000, BELGIUM
jeudi 19 septembre 2024, 10:54:32 +0200, Kashif Ali <kashif.ali@geopostcodes.com>:
Hi MD Abul,
Thank you for registering on our customer portal. We noticed your interest in address validation and capture, and we're excited to introduce you to GeoPostcodes. It is a solution that can optimize your address data seamlessly.
GeoPostcodes has helped companies like DB Schenker and Amazon streamline their address validation and capture processes. This has resulted in improved efficiency and customer satisfaction.
Would you like to chat briefly about how GeoPostcodes can enhance your address data management?
Best regards,
Kashif AliBusiness Development+32 25 86 22 31Rue Aux Laines 70, Brussels 1000, BELGIUM
by "Kashif Ali" <kashif.ali@geopostcodes.com> - 08:13 - 10 Oct 2024 -
How can CEOs and boards work better together?
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by "Only McKinsey Perspectives" <publishing@email.mckinsey.com> - 01:44 - 10 Oct 2024 -
America’s small businesses: Time to think big
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by "Salesforce Sales Cloud" <apacemarketing@mail.salesforce.com> - 11:13 - 8 Oct 2024 -
What is cloud computing?
Only McKinsey Perspectives
Brought to you by Alex Panas, global leader of industries, & Axel Karlsson, global leader of functional practices and growth platforms
Welcome to the latest edition of Only McKinsey Perspectives. We hope you find our insights useful. Let us know what you think at Alex_Panas@McKinsey.com and Axel_Karlsson@McKinsey.com.
—Alex and Axel
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Southeast Asia’s data center hub. Tech companies are investing billions in data center projects based in Malaysia amid burgeoning interest in AI and cloud computing services, CNBC reports. Historically, the bulk of investments in data center infrastructure have been directed toward the more mature markets of Hong Kong, Japan, and Singapore. With the COVID-19 pandemic accelerating companies’ digital transformations, however, demand has soared for cloud services in emerging markets such as India and Malaysia. [CNBC]
•
Investing in cloud computing. With cloud computing, organizations engage cloud service providers to host and run their applications on remote servers, which may allow for cheaper and faster computing. But it isn’t as simple as a one-and-done migration, McKinsey partner James Kaplan says. “Even though cloud is by far the superior way to host an application, it requires significant investments in underlying services, in application remediation, and in building new organizational capabilities to change the ROI dynamics,” Kaplan shares.
•
Trillions in value. Based on an analysis of 700 use cases, McKinsey estimates that cloud adoption could generate $3 trillion in global value by 2030. The use cases were divided into those that focus on generating new revenue (creating $2.3 trillion in value), improving IT capabilities (creating $873 billion in value), and those that cover a range of emerging technologies, which, being so new, could not yet be quantified. Read our McKinsey Explainer “What is cloud computing?” to see three actions CEOs can take to increase the value their companies get from cloud computing.
—Edited by Belinda Yu, editor, Atlanta
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by "Only McKinsey Perspectives" <publishing@email.mckinsey.com> - 11:11 - 8 Oct 2024 -
Time to place our bets: Europe’s AI opportunity
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by "McKinsey & Company" <publishing@email.mckinsey.com> - 12:35 - 8 Oct 2024 -
How TikTok Manages A 200K File MonoRepo with Sparo
How TikTok Manages A 200K File MonoRepo with Sparo
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Disclaimer: The details in this post have been derived from the TikTok Developer Blog. All credit for the technical details goes to the TikTok engineering team. The links to the original articles are present in the references section at the end of the post. We’ve attempted to analyze the details and provide our input about them. If you find any inaccuracies or omissions, please leave a comment, and we will do our best to fix them.
TikTok, the popular short-form video-sharing platform, has a large and rapidly growing codebase for its web front end. This front-end app is built using TypeScript and is organized as a monorepo - a single Git repository containing code for multiple projects and libraries.
As TikTok's frontend engineering team and feature set grew, so did the size and complexity of this monorepo.
Over time, it expanded to contain over 1,000 separate projects and more than 200,000 source files. While the monorepo architecture provided benefits like shared code and tooling, it also started to cause significant performance issues.
Developers began to notice slowness with common Git operations that are essential to their everyday workflows. These slowdowns were a major drain on productivity, wasting valuable engineering time and ruining the development experience.
The issues stemmed from the sheer size of the codebase that Git had to process for each operation. To address this problem, TikTok's frontend infrastructure team began exploring solutions. They experimented with Git's built-in performance features like partial clones, shallow clones, and Git LFS, but found that they were insufficient for the monorepo's scale and growth rate.
Ultimately, the team developed an in-house tool called Sparo to tackle the monorepo performance challenges. They also eventually made Sparo open-source.
In this article, we'll explore how Sparo works and the benefits it has provided for TikTok's front-end engineering team.
The Problem of Git Slowness in Large Monorepos
A monorepo, short for a monolithic repository, is a software development strategy where a single repository contains multiple projects, libraries, and services, often maintained by different teams. This contrasts with the multi-repo approach, where each project has its separate repository.
The diagram below shows the difference between monorepos, multi-repos, and monolith code bases.
Monorepos have gained popularity among large tech companies like Google, Facebook, and Microsoft for several reasons.
Firstly, monorepos enable better code sharing and reuse across projects, reducing duplication and promoting standardization.
Secondly, they simplify dependency management, as projects within the monorepo can easily reference and use each other.
Thirdly, monorepos provide a unified view of the entire codebase, making it easier to perform cross-cutting changes and maintain a consistent build and test infrastructure.
However, as monorepos grow in size and complexity, Git operations become increasingly slow for everyone.
This is exactly what happened at TikTok. Commands like git clone to download a copy of the repository, git checkout to switch between branches, git status to see current changes, and git commit to save new changes took much longer than they had previously.
Here are some interesting stats from their observations:
Cloning the repository to start working on it could take over 40 minutes for developers with slower network connections. Even on fast connections, a full clone took over 20 minutes.
Checking out a different branch took over a minute and a half.
Just running git status to see the current state of the working copy took 7 seconds, interrupting the flow of developers.
Committing code changes was also painful at around 15 seconds per commit.
How Sparo Improves MonoRepo Performance?
At its core, Sparo leverages two advanced features of Git to dramatically speed up common operations on large monorepos: sparse checkout and partial clone.
Let’s look at both in detail.
Sparse Checkout
Git's sparse checkout feature allows specifying a subset of files or directories to check out from a repository, rather than fetching the entire codebase. Sparo uses this to only check out the files needed to build a given application - namely, the project and its dependencies.
In a monorepo with hundreds or thousands of projects, the files needed for any one project are a relatively small and slow-growing subset compared to the repo as a whole.
By using sparse checkout to limit the working copy to just this subset, Sparo significantly reduces the amount of data that needs to be fetched and the number of files that Git operations need to process. This results in much faster checkout times.
See the diagram below that explains the concept of sparse checkout in Git in which a developer only has to work on the Android Client Development.
Partial Clones
While sparse checkout reduces the number of files in the working copy, a standard Git clone still fetches the contents of every file in the repo and their complete history.
For large repositories, this still means a sizable amount of data transfer and disk usage, even if much of it isn't needed locally.
Git's partial clone feature, enabled by passing the --filter=blob:none option to git clone, optimizes this by only fetching file contents on-demand as they are needed, and excluding objects that aren't reachable by any reference. This reduces the size of the initial clone and speeds up subsequent fetches.
See the diagram below for a visual representation of the same.
Source: GitHub Blog Unlike a shallow clone, the full history is still available if needed, just not eagerly downloaded. Also, unlike Git LFS, partial clone works automatically for all files without a separate storage system.
Additional Sparo Enhancements
Sparo adds some additional enhancements beyond leveraging those two key Git features.
Checkout Profiles
Sparo introduces the concept of checkout profiles, which are predefined sets of directories to include in a sparse checkout. Profiles act as an easy starting point for new hires or contributors to discover what part of the codebase is relevant to a given team.
For example, a frontend team might define a profile that checks out their five most actively developed projects, the dependencies of those projects, and a few additional directories like docs and config.
These profiles are defined in a JSON file and checked into the repo, making it easy for developers to share profiles and quickly set up their working copy to match their team's standard environment.
See the example of the profile file:
{ "selections": [ { "selector": "--to", "argument": "project-a" }, { "selector": "--to", "argument": "project-b" }, { "selector": "folder", "argument": "docs" } ] }This profile would help the developers checkout project-a, project-b, and the docs folder.
With the profile created, developers can use sparo checkout --profile to checkout the repository according to the profile. This checks out only the specified projects and folders, significantly reducing the data fetched and the time taken.
Mirrored Commands
To make adoption frictionless, Sparo provides its command line interface that aims to be a drop-in replacement for the standard Git CLI. In other words, Sparo is fully compatible with Git, so teams can incrementally adopt it while still interoperating with standard Git usage.
By mirroring the Git interface, Sparo minimizes the learning curve and allows it to be gradually adopted into existing workflows. Familiar commands like clone, checkout, status, add, commit, etc. are all provided with the same syntax as their Git equivalents.
Developers can use the Sparo versions of commands to take advantage of the optimized performance, while still falling back to the regular Git commands if needed for advanced cases.
Under the hood, the Sparo versions of these commands automatically set the appropriate configurations to enable partial clone and sparse checkout based on the active profile. They also allow collecting anonymous usage telemetry to power dashboards for monitoring the adoption and performance of the tool.
Sparo Performance Gains
The TikTok team saw dramatic performance improvements after adopting Sparo:
clone time dropped from 23 minutes to just 2 minutes
checkout time went from 1.5 minutes to 30 seconds
status command time reduced from 7 seconds to 1 second
commit time improved from 15 seconds to 11 seconds
These improvements have a huge impact on developer productivity and experience. Instead of waiting minutes for Git operations to complete, developers can iterate and commit changes quickly, maintaining their flow and focus.
Conclusion
As monorepos grow in size and complexity, maintaining good performance for common Git operations becomes increasingly challenging. TikTok's frontend team experienced this firsthand as their TypeScript monorepo surpassed 1,000 projects and 200,000 source files, leading to significant slowdowns in commands like clone, checkout, status, and commit.
To address this problem, the TikTok team developed Sparo, an open-source tool that leverages Git's sparse checkout and partial clone features to speed up Git operations on large monorepos.
The TikTok engineering team's journey with Sparo highlights the importance of proactively addressing performance issues in rapidly growing codebases.
Sparo's roadmap includes a telemetry plugin system for monitoring and support for additional front-end build systems. As more companies encounter performance challenges with huge monorepos, tools like Sparo can become increasingly important for maintaining developer productivity.
References:
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Why is everyone talking about observability?
OTel & monitoring
Hi Md Abul,
We noticed your interest in OpenTelemetry and observability, so to deepen your understanding, we thought you might like our blog, “Why is everyone talking about observability?”
This blog unpacks the buzz around observability and why it's becoming a game-changer in the tech world. Discover the key reasons behind its growing importance and how embracing observability can revolutionize your monitoring and analysis approach.
Ready to see these benefits in real-time? Take the plunge with a free Tyk trial today and watch your API strategy transform.
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by "Budha from Tyk" <budha@tyk.io> - 06:00 - 8 Oct 2024 -
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by "New Relic Events" <emeamarketing@newrelic.com> - 05:09 - 8 Oct 2024 -
Odoo Address Validation Solution
Hello MD Abul,
Our on-premises location data offers the most advanced address verification solutions for enterprise backend and frontend systems. By using GeoPostcodes, you can achieve the following benefits:- Ensure data accuracy- Deliver a superior user experience- Increase conversion rates during checkout- Prevent shipping problems
If you'd like to discuss your requirements, please schedule a time that works for you: HERE.
We are looking forward to speaking with you soon.
Best,Kashif AliBusiness Development+32 25 86 22 31Rue Aux Laines 70, Brussels 1000, BELGIUM
vendredi 27 septembre 2024, 13:16:12 +0200, Kashif Ali <kashif.ali@geopostcodes.com>:
Hi MD Abul,
You're now halfway through your GeoPostcodes' trial. Have you been able to explore our data, and what questions do you have?
We're already working with 124 Fortune 500 companies to service their location data needs. Let me know what you're working on, and we can discuss how we can support you with one of our datasets.
To discuss further with our experts, find a time that works for you here.
Best regards,Kashif AliBusiness Development+32 25 86 22 31Rue Aux Laines 70, Brussels 1000, BELGIUM
mercredi 25 septembre 2024, 17:43:24 +0200, Kashif Ali <kashif.ali@geopostcodes.com>:
Hey MD Abul,
We understand the struggle posed by inaccuracies, manual verification complexities, and the constant need for reliable data. GeoPostcodes is designed to be your comprehensive remedy, ensuring precision, saving valuable time, and providing a dependable solution.
Our Address Validation Service ensures the accuracy and completeness of your address database. By integrating GeoPostcodes, companies like DB Schenker have significantly improved their delivery processes, reduced errors, and enhanced customer satisfaction. You can find more information in this blog post on how DB Schenker validates postal data 300X faster
When suits you for a quick call with our experts?
Best regards,
Kashif AliBusiness Development+32 25 86 22 31Rue Aux Laines 70, Brussels 1000, BELGIUM
jeudi 19 septembre 2024, 10:54:32 +0200, Kashif Ali <kashif.ali@geopostcodes.com>:
Hi MD Abul,
Thank you for registering on our customer portal. We noticed your interest in address validation and capture, and we're excited to introduce you to GeoPostcodes. It is a solution that can optimize your address data seamlessly.
GeoPostcodes has helped companies like DB Schenker and Amazon streamline their address validation and capture processes. This has resulted in improved efficiency and customer satisfaction.
Would you like to chat briefly about how GeoPostcodes can enhance your address data management?
Best regards,
Kashif AliBusiness Development+32 25 86 22 31Rue Aux Laines 70, Brussels 1000, BELGIUM
by "Kashif Ali" <kashif.ali@geopostcodes.com> - 02:35 - 8 Oct 2024 -
How to accelerate decarbonization to meet net-zero targets
Only McKinsey Perspectives
Brought to you by Alex Panas, global leader of industries, & Axel Karlsson, global leader of functional practices and growth platforms
Welcome to the latest edition of Only McKinsey Perspectives. We hope you find our insights useful. Let us know what you think at Alex_Panas@McKinsey.com and Axel_Karlsson@McKinsey.com.
—Alex and Axel
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Net-zero commitment gap. Decarbonization technologies are vital for meeting the ambitious climate goals governments and companies set. While there’s been substantial progress since the 2015 Paris Agreement, Europe and the US are at risk of falling short of 2030 net-zero targets due to a lack of commitments, note senior partner Thomas Hundertmark and colleagues.
—Edited by Querida Anderson, senior editor, New York
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by "Only McKinsey Perspectives" <publishing@email.mckinsey.com> - 01:08 - 8 Oct 2024 -
RE:Seeking for reliable Indonesia agent
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Greeting from Minnie and GLA family. Trust you are doing great.
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Last Chance to Register | Create Stylish and Standout Documents Faster with GenAI
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Air Charter Flight// Speed Up Your Supply Chain with Our International Air Freight From China To Mexico
Dear Mr./Ms.I hope this message finds you well.I wanted to inform you that we have the B747F charter flight departing from Hong Kong (HKG) to Mexico (NLU) on this Thursday/Friday, with the estimated departure date of October 10/11.At this time, we still have a significant amount of cargo space available on this flight.AOL(FOB) AOD AIRLINE FREQUENCY ROUTING T/T 100KGS 300KGS 500KGS 1000KGS REMARK HONGKONG MEXICO CITY 5Y/FX D245 HKG-ANC-NLU 1DAY $5.*9 $5.*9 $5.*5 $5.*5 1:900
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I’m confident that our pricing and service will meet your expectations.Looking forward to hearing from you soon.
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Oversea Sales | Airsupply Logistics Limited
**Focus on international air cargo service, welcome for checking with me any time.**A:Floor 23th Bldg 13 South Park Baoneng Science and Technology Industrial Park,No.1 Qingxiang Road,Longgang Shenzhen,China
B:SZX/HKG/CSX/PVG/TSN/PEK
发件人： vic10@air-supply.biz发送时间： 2024-09-03 11:47收件人： info主题： Speed Up Your Supply Chain with Our International Air Freight From China To MexicoDear Mr./Ms.
I hope this message finds you well. My name is Vic from Airsupply, where we specialize in providing expert logistics solutions tailored to the needs of international trade.
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Vic Yang
Oversea Sales | Airsupply Logistics Limited
**Focus on international air cargo service, welcome for checking with me any time.**A:Floor 23th Bldg 13 South Park Baoneng Science and Technology Industrial Park,No.1 Qingxiang Road,Longgang Shenzhen,China
B:SZX/HKG/CSX/PVG/TSN/PEK
by "vic10@air-supply.biz" <vic10@air-supply.biz> - 10:22 - 7 Oct 2024 -
{ accurate estimates }
Hello,
Hope all is well.
Are you looking to make accurate estimates for your projects?We provide residential & commercial estimates & take-offs.
If you are interested, then I can share some samples for your review and better understanding of our format. Thanks.
Respectfully.
by "Adriel Hunter" <adriel.estimatorbids@gmail.com> - 10:21 - 7 Oct 2024 -
( Construction Project Proposal )
We are a construction estimating/take-offs service that provides a detailed description of the project as well as the necessary expenses.We also provide a cost estimate of the given project.
Please let us know if you're a general contractor or a subcontractor. We can show you some samples that will give you a better understanding of what we offer.
by "Phil Knight" <knight.globalestimation@gmail.com> - 10:06 - 7 Oct 2024 -
Stay ambitious and committed: A leader’s guide to supporting women at work
Leading Off
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Brought to you by Alex Panas, global leader of industries, & Axel Karlsson, global leader of functional practices and growth platforms
Welcome to the latest edition of Leading Off. We hope you find our insights useful. Let us know what you think at Alex_Panas@McKinsey.com and Axel_Karlsson@McKinsey.com.
—Alex and Axel
A decade ago, we conducted our first wave of research with LeanIn.Org on the state of women in corporate America and what women’s day-to-day work experiences were really like. After hearing from more than 480,000 employees over the past ten years, we have learned so much about what’s working (and what’s not) with companies’ efforts to make the workplace fairer and more inclusive. In short, there’s still much more work to do. This week, we reflect on the gains that women and their companies have made, why women’s experiences are not so different from what they were years ago, and the ways in which companies can make sustainable progress toward gender parity.
During our ten years of research on the corporate pipeline, many companies have taken action on workplace diversity, and important gains have been made. Yet according to McKinsey senior partners Alexis Krivkovich and Lareina Yee and their coauthors, the findings from the tenth-anniversary Women in the Workplace report underscore the persistent obstacles that women confront in the workplace. Progress, in other words, remains fragile—especially for women of color—and parity for all women, according to our projections, is almost 50 years away. In many ways, women’s outlook, as well as their day-to-day experiences (dealing with microaggressions, for example), are the same or worse than when we started keeping tabs. True progress requires a renewed commitment from companies and an expanded playbook, including both practical steps that foster inclusion (such as debiasing hiring and promotion processes and activating employees to curb bias) and broader, systemic changes that are rooted in new mindsets and behaviors about women’s contributions and potential at work.
That’s the share of employees at large companies who, in a survey about motivation and performance management, said their managers did not have the sufficient skills to conduct performance reviews. According to McKinsey senior partners Brooke Weddle and Dana Maor and their coauthors, “employees were significantly more motivated by performance reviews when they were offered by a skilled manager and reflected the achievement of a performance goal.” The survey indicates that formal evaluations matter for both employee engagement and advancement—where women are already at a disadvantage, given the state of the corporate pipeline—and it’s one of the many ways managers can actively shape their employees’ work experiences, including career development.
That’s NYU professor of psychology and author Tessa West on how people can reclaim agency in a toxic workplace. In a conversation about toxic behaviors and burnout with McKinsey’s Jacqueline Brassey, West explains that most of us will eventually experience toxic behaviors at work—and that many feel disempowered to respond to or raise these issues with our colleagues. Such behaviors include microaggressions: daily slights that are rooted in bias, undermine women’s abilities, and contribute to stress, burnout, and turnover. Microaggressions are also one aspect of women’s work experience that, according to this year’s Women in the Workplace research, has not improved over time.
It stands to reason that people are chosen for leadership roles after demonstrating the qualities that would ultimately make them good leaders: integrity, humility, and empathy, to name a few. Not so, according to Dr. Tomas Chamorro-Premuzic. In an interview with McKinsey’s Brooke Weddle and Bryan Hancock, he shares that organizations tend to favor characteristics such as overconfidence, narcissism, and even incompetence in candidates for leadership roles, who (still) tend to be men more often than women. If these habits seem counterproductive for both men and women in the workplace, they are. So, what’s the cure? Dr. Chamorro-Premuzic recommends that companies “ignore everything that is style and not substance” and focus more on potential leaders’ soft skills, as well as traits that make other people better—a defining characteristic of leadership. “If you look at that, then you’re going to have a selection of individuals who are predisposed for leadership roles and who look very different from the majority of leaders today.”
The relationship between managers and direct reports is central to the work experience and critical to employee satisfaction. Good bosses are compassionate and curious about their people, help employees balance the demands of work and life, and support their advancement. In addition to practicing empathy, gratitude, and positivity with others, leaders can grow by looking inward. When leaders are self-aware, reflective, and focused on personal growth and self-improvement (the more “micro” the habit is, the better), they’re more equipped to help their employees and to make the workplace better for everyone.
Lead by supporting the women in your workplace.
— Edited by Daniella Seiler, executive editor, Washington, DC
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by "McKinsey Leading Off" <publishing@email.mckinsey.com> - 04:44 - 7 Oct 2024 -
Navigating a path to the data-driven enterprise of 2030
Only McKinsey Perspectives
Brought to you by Alex Panas, global leader of industries, & Axel Karlsson, global leader of functional practices and growth platforms
Welcome to the latest edition of Only McKinsey Perspectives. We hope you find our insights useful. Let us know what you think at Alex_Panas@McKinsey.com and Axel_Karlsson@McKinsey.com.
—Alex and Axel
•
Data-driven future. By 2030, data will be embedded in systems, processes, channels, and interactions that drive automated actions. This shift toward “data ubiquity” requires companies to make substantial changes to become truly data-driven. For example, those looking to unlock “alpha”—or achieve returns above benchmark levels—should focus on integrating data and technologies, among other strategies, say McKinsey senior partners Holger Harreis and Kayvaun Rowshankish and colleagues in a new McKinsey Quarterly article.
—Edited by Jana Zabkova, senior editor, New York
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by "Only McKinsey Perspectives" <publishing@email.mckinsey.com> - 11:10 - 6 Oct 2024 -
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by "Remote" <hello@remote-comms.com> - 08:59 - 6 Oct 2024 -
The week in charts
The Week in Charts
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by "McKinsey Week in Charts" <publishing@email.mckinsey.com> - 03:29 - 5 Oct 2024
