2018 IMF Hackathon Presentation
•Download as PPTX, PDF•
0 likes•77 views
The document summarizes an analysis of IMF GDP growth forecasts for advanced economies, emerging markets, and the world. Visualizations show that fall forecasts are generally more accurate than spring forecasts, and forecasts become less accurate for time periods further in the future. Forecasts tended to overestimate growth following the recession until around 2015. Additional analysis is suggested to better understand differences in forecast accuracy across vintages, countries, and time periods.
Report
Share
Report
Share
Recommended
Forecasting by pankaj chaudhary.
This presentation discusses forecasting, which involves making predictions about future events without having observed the actual outcomes yet. There are different types of forecasts, including economic, technological, and demand forecasts. Forecasting methods can be qualitative, using intuition for new situations with little data, or quantitative, employing mathematical models for stable situations with historical data. Forecasts also vary by time horizon, such as short-term forecasts under 3 months, medium-term from 3 months to 2 years, and long-term over 2 years. To create an accurate forecast, historical data is collected and a model is selected, with the goal of minimizing errors measured by metrics like mean absolute deviation and root mean squared error. Forecasting has applications in areas like supply chain
Maggie Pax
Thermo Fisher Scientific is a global leader in serving science with over 70,000 employees and $24 billion in annual revenue. They take pride in their mission to enable customers to make the world healthier, cleaner, and safer. Developing strategy is important, but executing it and adapting it over time is even more critical. Thermo Fisher uses annual priority setting, monthly reviews, and portfolio management to align resources behind key strategic initiatives and ensure strong execution over multiple years. This consistent execution has led to positive business and stock trends for the company.
Economists discuss the Federal Reserve and Interest Rate Increase
As economists speculate whether the Federal Reserve will raise its benchmark interest rate for the first time since 2006, learn how various scenarios could affect your business, consumers, and the broader economy.
The day before the Fed’s next regular meeting and interest rate announcement, leading economists from PwC and the National Association of Realtors® discuss the potential for a rate increase.
The Saturday Economist UK Forecast update june 2021
This is the Saturday Economist Forecast Update for June 2021. Available with Quarterly Updates forr members of The Saturday Economist Club and Premium Subscribers.
Daily Analysis Report - July 16, 2020
- The document provides an economic data summary and technical analysis of currency pairs and commodities.
- Key economic data reported includes China GDP growth of 3.2%, above estimates, while other Chinese data like retail sales missed estimates.
- Upcoming economic data highlighted includes UK unemployment, US retail sales and Philly Fed Index.
- Technical analysis using charts provides forecasts and trading conclusions for currencies like AUDUSD, EURUSD and commodities gold and crude oil. Levels to buy and sell at provided along with stop loss and take profit levels.
Daily Analysis Report - June 30, 2020
- The document provides a daily technical analysis and forecast for major currency pairs (AUDUSD, EURUSD, GBPUSD, USDCAD, USDJPY), gold, and crude oil based on charts.
- For each asset, it identifies the trend, whether the price is above or below the moving average and RSI level, key Fibonacci pivot points, and buy/sell signals with price targets and stop losses.
- It concludes with contact details for the author's social media profiles to follow for further analysis.
Economic Update - Good Morning Greater Spokane - May 10, 2013
Steve Scranton, Chief Investment Officer at Washington Trust Bank, gave an economic update presentation at the Good Morning Greater Spokane program on May 10, 2013.
Global Economics Update - June 2014
A monthly summary of global economic performance including employment, trade, business conditions, leading indicators and regional data.
Recommended
Forecasting by pankaj chaudhary.
This presentation discusses forecasting, which involves making predictions about future events without having observed the actual outcomes yet. There are different types of forecasts, including economic, technological, and demand forecasts. Forecasting methods can be qualitative, using intuition for new situations with little data, or quantitative, employing mathematical models for stable situations with historical data. Forecasts also vary by time horizon, such as short-term forecasts under 3 months, medium-term from 3 months to 2 years, and long-term over 2 years. To create an accurate forecast, historical data is collected and a model is selected, with the goal of minimizing errors measured by metrics like mean absolute deviation and root mean squared error. Forecasting has applications in areas like supply chain
Maggie Pax
Thermo Fisher Scientific is a global leader in serving science with over 70,000 employees and $24 billion in annual revenue. They take pride in their mission to enable customers to make the world healthier, cleaner, and safer. Developing strategy is important, but executing it and adapting it over time is even more critical. Thermo Fisher uses annual priority setting, monthly reviews, and portfolio management to align resources behind key strategic initiatives and ensure strong execution over multiple years. This consistent execution has led to positive business and stock trends for the company.
Economists discuss the Federal Reserve and Interest Rate Increase
As economists speculate whether the Federal Reserve will raise its benchmark interest rate for the first time since 2006, learn how various scenarios could affect your business, consumers, and the broader economy.
The day before the Fed’s next regular meeting and interest rate announcement, leading economists from PwC and the National Association of Realtors® discuss the potential for a rate increase.
The Saturday Economist UK Forecast update june 2021
This is the Saturday Economist Forecast Update for June 2021. Available with Quarterly Updates forr members of The Saturday Economist Club and Premium Subscribers.
Daily Analysis Report - July 16, 2020
- The document provides an economic data summary and technical analysis of currency pairs and commodities.
- Key economic data reported includes China GDP growth of 3.2%, above estimates, while other Chinese data like retail sales missed estimates.
- Upcoming economic data highlighted includes UK unemployment, US retail sales and Philly Fed Index.
- Technical analysis using charts provides forecasts and trading conclusions for currencies like AUDUSD, EURUSD and commodities gold and crude oil. Levels to buy and sell at provided along with stop loss and take profit levels.
Daily Analysis Report - June 30, 2020
- The document provides a daily technical analysis and forecast for major currency pairs (AUDUSD, EURUSD, GBPUSD, USDCAD, USDJPY), gold, and crude oil based on charts.
- For each asset, it identifies the trend, whether the price is above or below the moving average and RSI level, key Fibonacci pivot points, and buy/sell signals with price targets and stop losses.
- It concludes with contact details for the author's social media profiles to follow for further analysis.
Economic Update - Good Morning Greater Spokane - May 10, 2013
Steve Scranton, Chief Investment Officer at Washington Trust Bank, gave an economic update presentation at the Good Morning Greater Spokane program on May 10, 2013.
Global Economics Update - June 2014
A monthly summary of global economic performance including employment, trade, business conditions, leading indicators and regional data.
NAM's 2nd Quarter Manufacturing Update
This update was provided as a live interactive webcast to the members of the National Assoication of Manufacturer's Allied Organizations on Thursday, April 11, 2013.
RMCPWSM_GCM_2015
The document discusses risk management in commercial lending portfolios with small time series datasets. It aims to show that time series models are more accurate than expected loss models for forecasting portfolio losses. It also proposes a methodology to develop time series models with less than 50 observations. The methodology involves disaggregating quarterly loss data into simulated monthly observations to increase the dataset size. Time series models are then used to forecast monthly losses up to Q4 2015, which are aggregated to obtain quarterly and 12-month loss forecasts. The results are compared to expected loss model forecasts to evaluate accuracy.
'Houston We Have A Problem' by Rien van Vugt & Maurice Siteur
Prevent the surprise, become a pro-active test manager. Too often projects suddenly seem to spin out of control. Challenges and risks keep stacking up and the defect count grows exponentially. At the same time, management can put pressure on you, asking when testing will be completed.
A surprise? Not really, defects only paint half the picture. The test effort, after all, is primarily determined by the number of tests that need to be completed. For an on the spot status of testing and accurate view on the quality and risks of the entire project we need to organize the test process to provide flexible, up-to-date metrics and trends on a daily basis. E.g. we need a view on baseline vs. actuals and ETC’s on test cases. Advanced metrics will provide answers on what needs to be done tomorrow to stay on track, the location and root cause of issues and who is required to take action. Also the test effort remaining for an acceptable product (or a specific risk level) can be estimated fairly accurately.
In addition early involvement and preparation in the development life cycle, performing test intakes rather than reviews, will help you bridge the gap between different development teams and allows you to verify consistency between business requirements, the integration model, functional specifications and technical specifications. It facilitates knowledge transfer and provides you with the “story” behind the specifications. This will help prevent structural issues in an early stage and avoid blocking issues during test execution.
This presentation combines daily test metrics and trends with test process dynamics and shows you how to become a “pro-active” test manager. Even better you can apply it tomorrow and take your test process to a distinct higher maturity level.
Das Bot - October 2018
The Intraday Directional Trading Program posted a return of +3.1% in October 2018, bringing its year-to-date return to +6.5%. The system benefited from strong intraday volatility in equity markets, executing 31 trades over 23 of the month's trading days with a 45% success rate. Short positions accounted for 65% of profits during the month. Since inception in 2007, the program has achieved an annualized return of 9.2% with an annualized volatility of 6.3% and a maximum drawdown of -5.2%.
Module4.pdf
The document discusses various forecasting techniques used to predict future values based on historical patterns. It describes qualitative methods like executive judgment and quantitative time series methods including naive forecasting, simple moving averages, and weighted moving averages. Forecasting is important for business planning in areas like production, inventory, sales and more. Accurate forecasts are challenging to achieve but provide better guidance than no forecasts at all.
Lec-3 Forecasting.pdf Data science college
The document discusses various forecasting techniques used to predict future events or trends based on historical data patterns. It describes qualitative forecasting methods that rely on expert judgment and quantitative time series methods. Some key time series forecasting techniques mentioned include naive methods, simple moving averages, and weighted moving averages. The document emphasizes that while forecasts are often imperfect, having some prediction or "educated guess" about the future is generally better than no forecast at all for business planning purposes.
Quality Assurance Tools PowerPoint Presentation Slides
Find and solve majority of issues related to quality using Quality Assurance Tools PowerPoint Presentation Slides. Monitor and manage the quality of the projects and processes with the help of content-ready quality assurance tools PPT templates. The most common management tools that this quality control PPT has covered are pareto chart, flow chart, control chart, cause effect relationship, and more. Keep a tab on the quality check using quality control check sheet PPT slide. Use quality management dashboard PowerPoint template to showcase purpose and overview of the quality check. Create a review and corrective plan for the same by adding relevant quality management PowerPoint slides. Incorporate this ready-to-use quality assurance tools complete PowerPoint presentation to plan and control the project quality. Ensure that the product is produced the right way using quality control PowerPoint templates. Get your hands on this professionally designed quality assurance tools PPT templates to identify whether your product or project meets the quality standards or not. Improve the ambience with our Quality Assurance Tools PowerPoint Presentation Slides. Allow a conducive atmosphere to emerge.
Quality Control PowerPoint Presentation Slides
Every organization needs to adapt to the ever-changing business environment. Sensing this need, we have come up with these content-ready change management PowerPoint presentation slides. These change management PPT templates will help you deal with any kind of an organizational change. Be it with people, goals or processes. The business solutions incorporated here will help you identify the organizational structure, create vision for change, implement strategies, identify resistance and risk, manage cost of change, get feedback and evaluation, and much more. With the help of various change management tools and techniques illustrated in this presentation design, you can achieve the desired business outcomes. This business transition PowerPoint design also covers certain related topics such as change model, transformation strategy, change readiness, change control, project management and business process. By implementing the change control methods mentioned in the presentation, you will be able to have a smooth transition in an organization. So, without waiting much, download our extensively researched change management framework presentation. With our Change Management Presentation slides, understand the need for change and plan to go through it without any hassles.
Workforce Management Powerpoint Presentation Slides
Showcase ways to improve employee’s productivity with the aid of this content ready Workforce Management PowerPoint Presentation Slides. Utilize this topic-specific employee performance management PPT slides to talk about objectives of effective workforce management such as providing better customer service and lower organization operational cost etc. The professionally designed employee performance management system PowerPoint complete deck contains ready to use thirty-six slides that help you put your message across. Take advantage of the employee management system PPT slides with suitable visuals and appropriate content to create a report on the current work status. You can also use this informative and interactive workforce planning PPT graphics for forecasting workload and required staff. Furthermore, this staff performance optimization PowerPoint presentation is also suitable to represent methods of successfully managing employee’s productivity. Thus download the visually appealing workforce optimization PowerPoint templates to maximize proficiency levels and competency of your organization. Convincing people is difficult at times. Smoothen the passage of your thoughts with our Workforce Management Powerpoint Presentation Slides. https://bit.ly/3yVw8dh
Fiscal Priorities for Long-Run Growth
This paper discusses the Irish economy’s recent growth performance and considers its medium-and-long-term prospects for growth. A range of policy reforms to increase the economy’s long-run potential output are identified. The best way to sustain productivity growth is to increase investment in education and skills, particularly early years learning; to increase investment in the production, diffusion and use of new ideas, and to increase investment in productivity enhancing infrastructure.
Workforce Management PowerPoint Presentation Slides
This complete deck can be used to present to your team. It has PPT slides on various topics highlighting all the core areas of your business needs. This complete deck focuses on Workforce Management Powerpoint Presentation Slides and has professionally designed templates with suitable visuals and appropriate content. This deck consists of total of thirty six slides. All the slides are completely customizable for your convenience. You can change the colour, text and font size of these templates. You can add or delete the content if needed. Get access to this professionally designed complete presentation by clicking the download button below. http://bit.ly/38FkBkB
Presentation to jelf employee benefits seminar 13 july 2015
The UK economy is expected to see sustained but modest growth over the next five years, with further employment increases and some tightening in the labour market. However, real wage growth is unlikely unless productivity recovers from its below-pre-recession levels. Additional fiscal consolidation is anticipated in the public sector, while employment growth will be concentrated among workers over 50. Demand will be strongest for high-skilled jobs, but questions remain about the UK's skills supply matching these requirements.
Workforce Management For Call Center Powerpoint Presentation Slides
Optimize the productivity of your employees by using Workforce Management For Call Center PowerPoint Presentation Slides. Discuss the objectives of effective workforce management and help to improve employee productivity, and provide better customer service. Take advantage of this workforce management system and highlight the characteristics of the workforce that the organization desires to achieve. Our customer relationship management PowerPoint templates help to provide an overview of the processes of workforce management systems like setting the desired goal, analyzing the current workforce, forecasting the desired outcome, and tracking employee performance, etc. You can display customer satisfaction scores, customer retention rates, and customer satisfaction rates with the help of the workforce optimization PPT slideshow. You can easily edit the slides to present the various methods by which the call center collects their customer satisfaction data by taking the assistance of employee call center management PPT visuals. The workforce planning PPT slides explain effective scheduling, real-time adjustments, staffing, and forecasting that are essential for the company to thrive. Achieve and maintain operational efficiency by downloading this ready-to-use call center management PPT slide deck. https://bit.ly/3c3ALt1
Training Module
This document provides an overview of a training module on problem solving techniques. It includes definitions of AQC, SQC, and SPC and their differences. It discusses the importance of data and different types of data. Basic statistical concepts like average and standard deviation are introduced. Various tools for problem solving are described such as flow diagrams, brainstorming, graphs, and stratification. Flow diagrams can be used to depict processes and different types include macro, micro, and matrix diagrams. Brainstorming is a technique to generate ideas in a team setting. Different types of graphs like line, bar, pie, belt, compound, and strata graphs are used to represent data visually. Stratification involves separating data into categories to identify problem
Bluenose ei nov leaf
The trading strategy incorporates fundamental and technical analysis to determine optimal entry and exit points for selling options premium on futures indexes. The strategy aims for monthly returns of 0.5-1% with an annualized return target of 6-8% and has achieved an annualized return of 6.56% since 2010 with monthly volatility of 3.39%. Downside risks have included a maximum drawdown of 15.11% from September to October 2014.
Mba ii pmom_unit-1.3 forecasting a
This document discusses forecasting methods used in production and operations management. It defines forecasting as predicting future values based on historical data. The key types of forecasts discussed are judgmental forecasts using subjective inputs, time series forecasts using historical data patterns, and associative models using explanatory variables. Time series methods covered include simple moving averages, weighted moving averages, and exponential smoothing. Exponential smoothing gives more weight to recent periods to generate forecasts. Quantitative forecasting methods are chosen based on the forecast horizon and data available.
Cyclical trend of labor reallocation: transition and structural change
This document summarizes a presentation on cyclical trends in labor reallocation during Poland's transition period from 1995 to 2015. It finds that while theories predicted large flows between public/private and manufacturing/services sectors, reallocation was more nuanced with most changes coming from demographic flows of young entry and elderly exit. Flows from the public sector declined steadily over time but showed no clear cyclical pattern, though trends were amplified during periods of economic prosperity. The analysis is limited to one country with data only available from 1995 onward.
Child poverty in Ireland and the pandemic recession
The document summarizes research on projected changes to child poverty rates in Ireland during the 2020 pandemic recession. It finds that:
1) Child poverty rates are estimated to rise by about a quarter under a scenario with no economic recovery, and by about an eleventh under a scenario with moderate recovery.
2) Households falling into poverty due to job losses could see income losses of over 50%.
3) Emergency supports like pandemic unemployment payments and wage subsidies may help limit increases in child poverty but an economic recovery remains important to mitigate rises.
Integrating New Products and the Sales Funnel in Demand Planning
This document provides information on how to integrate new products and sales forecasts into demand planning discussions to improve sales and operations planning (S&OP). It discusses reviewing product pipelines and new product launches, incorporating assumptions and risks into forecasts, and comparing forecasts to past performance by customer to improve accuracy. The goal is to align sales, supply, and financial plans through collaborative demand meetings.
Gerry McGovern, Top tasks
The document provides the top 20 tasks for an OECD website based on user voting. The top task is "Country surveys/reviews/reports" with 9% of the total vote. The second and third tasks are "Compare country statistical data" and "Statistics on one particular topic". Most of the top tasks relate to accessing, comparing, and understanding country data and publications from the OECD. The document also includes charts showing the percentage of votes for each task and the cumulative percentage of votes.
The Building Blocks of QuestDB, a Time Series Database
Talk Delivered at Valencia Codes Meetup 2024-06.
Traditionally, databases have treated timestamps just as another data type. However, when performing real-time analytics, timestamps should be first class citizens and we need rich time semantics to get the most out of our data. We also need to deal with ever growing datasets while keeping performant, which is as fun as it sounds.
It is no wonder time-series databases are now more popular than ever before. Join me in this session to learn about the internal architecture and building blocks of QuestDB, an open source time-series database designed for speed. We will also review a history of some of the changes we have gone over the past two years to deal with late and unordered data, non-blocking writes, read-replicas, or faster batch ingestion.
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Data and AI
Round table discussion of vector databases, unstructured data, ai, big data, real-time, robots and Milvus.
A lively discussion with NJ Gen AI Meetup Lead, Prasad and Procure.FYI's Co-Found
More Related Content
Similar to 2018 IMF Hackathon Presentation
NAM's 2nd Quarter Manufacturing Update
This update was provided as a live interactive webcast to the members of the National Assoication of Manufacturer's Allied Organizations on Thursday, April 11, 2013.
RMCPWSM_GCM_2015
The document discusses risk management in commercial lending portfolios with small time series datasets. It aims to show that time series models are more accurate than expected loss models for forecasting portfolio losses. It also proposes a methodology to develop time series models with less than 50 observations. The methodology involves disaggregating quarterly loss data into simulated monthly observations to increase the dataset size. Time series models are then used to forecast monthly losses up to Q4 2015, which are aggregated to obtain quarterly and 12-month loss forecasts. The results are compared to expected loss model forecasts to evaluate accuracy.
'Houston We Have A Problem' by Rien van Vugt & Maurice Siteur
Prevent the surprise, become a pro-active test manager. Too often projects suddenly seem to spin out of control. Challenges and risks keep stacking up and the defect count grows exponentially. At the same time, management can put pressure on you, asking when testing will be completed.
A surprise? Not really, defects only paint half the picture. The test effort, after all, is primarily determined by the number of tests that need to be completed. For an on the spot status of testing and accurate view on the quality and risks of the entire project we need to organize the test process to provide flexible, up-to-date metrics and trends on a daily basis. E.g. we need a view on baseline vs. actuals and ETC’s on test cases. Advanced metrics will provide answers on what needs to be done tomorrow to stay on track, the location and root cause of issues and who is required to take action. Also the test effort remaining for an acceptable product (or a specific risk level) can be estimated fairly accurately.
In addition early involvement and preparation in the development life cycle, performing test intakes rather than reviews, will help you bridge the gap between different development teams and allows you to verify consistency between business requirements, the integration model, functional specifications and technical specifications. It facilitates knowledge transfer and provides you with the “story” behind the specifications. This will help prevent structural issues in an early stage and avoid blocking issues during test execution.
This presentation combines daily test metrics and trends with test process dynamics and shows you how to become a “pro-active” test manager. Even better you can apply it tomorrow and take your test process to a distinct higher maturity level.
Das Bot - October 2018
The Intraday Directional Trading Program posted a return of +3.1% in October 2018, bringing its year-to-date return to +6.5%. The system benefited from strong intraday volatility in equity markets, executing 31 trades over 23 of the month's trading days with a 45% success rate. Short positions accounted for 65% of profits during the month. Since inception in 2007, the program has achieved an annualized return of 9.2% with an annualized volatility of 6.3% and a maximum drawdown of -5.2%.
Module4.pdf
The document discusses various forecasting techniques used to predict future values based on historical patterns. It describes qualitative methods like executive judgment and quantitative time series methods including naive forecasting, simple moving averages, and weighted moving averages. Forecasting is important for business planning in areas like production, inventory, sales and more. Accurate forecasts are challenging to achieve but provide better guidance than no forecasts at all.
Lec-3 Forecasting.pdf Data science college
The document discusses various forecasting techniques used to predict future events or trends based on historical data patterns. It describes qualitative forecasting methods that rely on expert judgment and quantitative time series methods. Some key time series forecasting techniques mentioned include naive methods, simple moving averages, and weighted moving averages. The document emphasizes that while forecasts are often imperfect, having some prediction or "educated guess" about the future is generally better than no forecast at all for business planning purposes.
Quality Assurance Tools PowerPoint Presentation Slides
Find and solve majority of issues related to quality using Quality Assurance Tools PowerPoint Presentation Slides. Monitor and manage the quality of the projects and processes with the help of content-ready quality assurance tools PPT templates. The most common management tools that this quality control PPT has covered are pareto chart, flow chart, control chart, cause effect relationship, and more. Keep a tab on the quality check using quality control check sheet PPT slide. Use quality management dashboard PowerPoint template to showcase purpose and overview of the quality check. Create a review and corrective plan for the same by adding relevant quality management PowerPoint slides. Incorporate this ready-to-use quality assurance tools complete PowerPoint presentation to plan and control the project quality. Ensure that the product is produced the right way using quality control PowerPoint templates. Get your hands on this professionally designed quality assurance tools PPT templates to identify whether your product or project meets the quality standards or not. Improve the ambience with our Quality Assurance Tools PowerPoint Presentation Slides. Allow a conducive atmosphere to emerge.
Quality Control PowerPoint Presentation Slides
Every organization needs to adapt to the ever-changing business environment. Sensing this need, we have come up with these content-ready change management PowerPoint presentation slides. These change management PPT templates will help you deal with any kind of an organizational change. Be it with people, goals or processes. The business solutions incorporated here will help you identify the organizational structure, create vision for change, implement strategies, identify resistance and risk, manage cost of change, get feedback and evaluation, and much more. With the help of various change management tools and techniques illustrated in this presentation design, you can achieve the desired business outcomes. This business transition PowerPoint design also covers certain related topics such as change model, transformation strategy, change readiness, change control, project management and business process. By implementing the change control methods mentioned in the presentation, you will be able to have a smooth transition in an organization. So, without waiting much, download our extensively researched change management framework presentation. With our Change Management Presentation slides, understand the need for change and plan to go through it without any hassles.
Workforce Management Powerpoint Presentation Slides
Showcase ways to improve employee’s productivity with the aid of this content ready Workforce Management PowerPoint Presentation Slides. Utilize this topic-specific employee performance management PPT slides to talk about objectives of effective workforce management such as providing better customer service and lower organization operational cost etc. The professionally designed employee performance management system PowerPoint complete deck contains ready to use thirty-six slides that help you put your message across. Take advantage of the employee management system PPT slides with suitable visuals and appropriate content to create a report on the current work status. You can also use this informative and interactive workforce planning PPT graphics for forecasting workload and required staff. Furthermore, this staff performance optimization PowerPoint presentation is also suitable to represent methods of successfully managing employee’s productivity. Thus download the visually appealing workforce optimization PowerPoint templates to maximize proficiency levels and competency of your organization. Convincing people is difficult at times. Smoothen the passage of your thoughts with our Workforce Management Powerpoint Presentation Slides. https://bit.ly/3yVw8dh
Fiscal Priorities for Long-Run Growth
This paper discusses the Irish economy’s recent growth performance and considers its medium-and-long-term prospects for growth. A range of policy reforms to increase the economy’s long-run potential output are identified. The best way to sustain productivity growth is to increase investment in education and skills, particularly early years learning; to increase investment in the production, diffusion and use of new ideas, and to increase investment in productivity enhancing infrastructure.
Workforce Management PowerPoint Presentation Slides
This complete deck can be used to present to your team. It has PPT slides on various topics highlighting all the core areas of your business needs. This complete deck focuses on Workforce Management Powerpoint Presentation Slides and has professionally designed templates with suitable visuals and appropriate content. This deck consists of total of thirty six slides. All the slides are completely customizable for your convenience. You can change the colour, text and font size of these templates. You can add or delete the content if needed. Get access to this professionally designed complete presentation by clicking the download button below. http://bit.ly/38FkBkB
Presentation to jelf employee benefits seminar 13 july 2015
The UK economy is expected to see sustained but modest growth over the next five years, with further employment increases and some tightening in the labour market. However, real wage growth is unlikely unless productivity recovers from its below-pre-recession levels. Additional fiscal consolidation is anticipated in the public sector, while employment growth will be concentrated among workers over 50. Demand will be strongest for high-skilled jobs, but questions remain about the UK's skills supply matching these requirements.
Workforce Management For Call Center Powerpoint Presentation Slides
Optimize the productivity of your employees by using Workforce Management For Call Center PowerPoint Presentation Slides. Discuss the objectives of effective workforce management and help to improve employee productivity, and provide better customer service. Take advantage of this workforce management system and highlight the characteristics of the workforce that the organization desires to achieve. Our customer relationship management PowerPoint templates help to provide an overview of the processes of workforce management systems like setting the desired goal, analyzing the current workforce, forecasting the desired outcome, and tracking employee performance, etc. You can display customer satisfaction scores, customer retention rates, and customer satisfaction rates with the help of the workforce optimization PPT slideshow. You can easily edit the slides to present the various methods by which the call center collects their customer satisfaction data by taking the assistance of employee call center management PPT visuals. The workforce planning PPT slides explain effective scheduling, real-time adjustments, staffing, and forecasting that are essential for the company to thrive. Achieve and maintain operational efficiency by downloading this ready-to-use call center management PPT slide deck. https://bit.ly/3c3ALt1
Training Module
This document provides an overview of a training module on problem solving techniques. It includes definitions of AQC, SQC, and SPC and their differences. It discusses the importance of data and different types of data. Basic statistical concepts like average and standard deviation are introduced. Various tools for problem solving are described such as flow diagrams, brainstorming, graphs, and stratification. Flow diagrams can be used to depict processes and different types include macro, micro, and matrix diagrams. Brainstorming is a technique to generate ideas in a team setting. Different types of graphs like line, bar, pie, belt, compound, and strata graphs are used to represent data visually. Stratification involves separating data into categories to identify problem
Bluenose ei nov leaf
The trading strategy incorporates fundamental and technical analysis to determine optimal entry and exit points for selling options premium on futures indexes. The strategy aims for monthly returns of 0.5-1% with an annualized return target of 6-8% and has achieved an annualized return of 6.56% since 2010 with monthly volatility of 3.39%. Downside risks have included a maximum drawdown of 15.11% from September to October 2014.
Mba ii pmom_unit-1.3 forecasting a
This document discusses forecasting methods used in production and operations management. It defines forecasting as predicting future values based on historical data. The key types of forecasts discussed are judgmental forecasts using subjective inputs, time series forecasts using historical data patterns, and associative models using explanatory variables. Time series methods covered include simple moving averages, weighted moving averages, and exponential smoothing. Exponential smoothing gives more weight to recent periods to generate forecasts. Quantitative forecasting methods are chosen based on the forecast horizon and data available.
Cyclical trend of labor reallocation: transition and structural change
This document summarizes a presentation on cyclical trends in labor reallocation during Poland's transition period from 1995 to 2015. It finds that while theories predicted large flows between public/private and manufacturing/services sectors, reallocation was more nuanced with most changes coming from demographic flows of young entry and elderly exit. Flows from the public sector declined steadily over time but showed no clear cyclical pattern, though trends were amplified during periods of economic prosperity. The analysis is limited to one country with data only available from 1995 onward.
Child poverty in Ireland and the pandemic recession
The document summarizes research on projected changes to child poverty rates in Ireland during the 2020 pandemic recession. It finds that:
1) Child poverty rates are estimated to rise by about a quarter under a scenario with no economic recovery, and by about an eleventh under a scenario with moderate recovery.
2) Households falling into poverty due to job losses could see income losses of over 50%.
3) Emergency supports like pandemic unemployment payments and wage subsidies may help limit increases in child poverty but an economic recovery remains important to mitigate rises.
Integrating New Products and the Sales Funnel in Demand Planning
This document provides information on how to integrate new products and sales forecasts into demand planning discussions to improve sales and operations planning (S&OP). It discusses reviewing product pipelines and new product launches, incorporating assumptions and risks into forecasts, and comparing forecasts to past performance by customer to improve accuracy. The goal is to align sales, supply, and financial plans through collaborative demand meetings.
Gerry McGovern, Top tasks
The document provides the top 20 tasks for an OECD website based on user voting. The top task is "Country surveys/reviews/reports" with 9% of the total vote. The second and third tasks are "Compare country statistical data" and "Statistics on one particular topic". Most of the top tasks relate to accessing, comparing, and understanding country data and publications from the OECD. The document also includes charts showing the percentage of votes for each task and the cumulative percentage of votes.
Similar to 2018 IMF Hackathon Presentation (20)
'Houston We Have A Problem' by Rien van Vugt & Maurice Siteur
'Houston We Have A Problem' by Rien van Vugt & Maurice Siteur
Quality Assurance Tools PowerPoint Presentation Slides
Quality Assurance Tools PowerPoint Presentation Slides
Workforce Management Powerpoint Presentation Slides
Workforce Management Powerpoint Presentation Slides
Workforce Management PowerPoint Presentation Slides
Workforce Management PowerPoint Presentation Slides
Presentation to jelf employee benefits seminar 13 july 2015
Presentation to jelf employee benefits seminar 13 july 2015
Workforce Management For Call Center Powerpoint Presentation Slides
Workforce Management For Call Center Powerpoint Presentation Slides
Cyclical trend of labor reallocation: transition and structural change
Cyclical trend of labor reallocation: transition and structural change
Child poverty in Ireland and the pandemic recession
Child poverty in Ireland and the pandemic recession
Integrating New Products and the Sales Funnel in Demand Planning
Integrating New Products and the Sales Funnel in Demand Planning
Recently uploaded
The Building Blocks of QuestDB, a Time Series Database
Talk Delivered at Valencia Codes Meetup 2024-06.
Traditionally, databases have treated timestamps just as another data type. However, when performing real-time analytics, timestamps should be first class citizens and we need rich time semantics to get the most out of our data. We also need to deal with ever growing datasets while keeping performant, which is as fun as it sounds.
It is no wonder time-series databases are now more popular than ever before. Join me in this session to learn about the internal architecture and building blocks of QuestDB, an open source time-series database designed for speed. We will also review a history of some of the changes we have gone over the past two years to deal with late and unordered data, non-blocking writes, read-replicas, or faster batch ingestion.
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Data and AI
Round table discussion of vector databases, unstructured data, ai, big data, real-time, robots and Milvus.
A lively discussion with NJ Gen AI Meetup Lead, Prasad and Procure.FYI's Co-Found
原版制作(Deakin毕业证书)迪肯大学毕业证学位证一模一样
学校原件一模一样【微信：741003700 】《(Deakin毕业证书)迪肯大学毕业证学位证》【微信：741003700 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原。
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
【主营项目】
一.毕业证【q微741003700】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
原版制作(swinburne毕业证书)斯威本科技大学毕业证毕业完成信一模一样
学校原件一模一样【微信：741003700 】《(swinburne毕业证书)斯威本科技大学毕业证》【微信：741003700 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原。
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
【主营项目】
一.毕业证【q微741003700】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
一比一原版(UIUC毕业证)伊利诺伊大学|厄巴纳-香槟分校毕业证如何办理
UIUC毕业证offer【微信95270640】☀《伊利诺伊大学|厄巴纳-香槟分校毕业证购买》GoogleQ微信95270640《UIUC毕业证模板办理》加拿大文凭、本科、硕士、研究生学历都可以做,二、业务范围：
★、全套服务：毕业证、成绩单、化学专业毕业证书伪造《伊利诺伊大学|厄巴纳-香槟分校大学毕业证》Q微信95270640《UIUC学位证书购买》
(诚招代理)办理国外高校毕业证成绩单文凭学位证,真实使馆公证（留学回国人员证明）真实留信网认证国外学历学位认证雅思代考国外学校代申请名校保录开请假条改GPA改成绩ID卡
1.高仿业务:【本科硕士】毕业证,成绩单（GPA修改）,学历认证（教育部认证）,大学Offer,,ID,留信认证,使馆认证,雅思,语言证书等高仿类证书；
2.认证服务: 学历认证（教育部认证）,大使馆认证（回国人员证明）,留信认证（可查有编号证书）,大学保录取,雅思保分成绩单。
3.技术服务：钢印水印烫金激光防伪凹凸版设计印刷激凸温感光标底纹镭射速度快。
办理伊利诺伊大学|厄巴纳-香槟分校伊利诺伊大学|厄巴纳-香槟分校毕业证offer流程：
1客户提供办理信息：姓名生日专业学位毕业时间等（如信息不确定可以咨询顾问：我们有专业老师帮你查询）；
2开始安排制作毕业证成绩单电子图；
3毕业证成绩单电子版做好以后发送给您确认；
4毕业证成绩单电子版您确认信息无误之后安排制作成品；
5成品做好拍照或者视频给您确认；
6快递给客户（国内顺丰国外DHLUPS等快读邮寄）
-办理真实使馆公证（即留学回国人员证明）
-办理各国各大学文凭（世界名校一对一专业服务,可全程监控跟踪进度）
-全套服务：毕业证成绩单真实使馆公证真实教育部认证。让您回国发展信心十足！
（详情请加一下 文凭顾问+微信:95270640）欢迎咨询！的鬼地方父亲的家在高楼最底屋最下面很矮很黑是很不显眼的地下室父亲的家安在别人脚底下须绕过高楼旁边的垃圾堆下八个台阶才到父亲的家很狭小除了一张单人床和一张小方桌几乎没有多余的空间山娃一下子就联想起学校的男小便处山娃很想笑却怎么也笑不出来山娃很迷惑父亲的家除了一扇小铁门连窗户也没有墓穴一般阴森森有些骇人父亲的城也便成了山娃的城父亲的家也便成了山娃的家父亲让山娃呆在屋里做作业看电视最多只能在门口透透气间
一比一原版(Glasgow毕业证书)格拉斯哥大学毕业证如何办理
毕业原版【微信:41543339】【(Glasgow毕业证书)格拉斯哥大学毕业证】【微信:41543339】成绩单、外壳、offer、留信学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信41543339】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信41543339】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
→ 【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
一比一原版(Adelaide毕业证书)阿德莱德大学毕业证如何办理
原版定制【微信:41543339】【(Adelaide毕业证书)阿德莱德大学毕业证】【微信:41543339】成绩单、外壳、offer、留信学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信41543339】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信41543339】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
→ 【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...
The Modern Marketing Reckoner (MMR) is a comprehensive resource packed with POVs from 60+ industry leaders on how AI is transforming the 4 key pillars of marketing – product, place, price and promotions.
一比一原版(Dalhousie毕业证书)达尔豪斯大学毕业证如何办理
原版定制【微信:41543339】【(Dalhousie毕业证书)达尔豪斯大学毕业证】【微信:41543339】成绩单、外壳、offer、留信学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信41543339】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信41543339】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
→ 【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
一比一原版(Deakin毕业证书)迪肯大学毕业证如何办理
原版定制【微信:41543339】【(Deakin毕业证书)迪肯大学毕业证】【微信:41543339】成绩单、外壳、offer、留信学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信41543339】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信41543339】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
→ 【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
一比一原版(UofS毕业证书)萨省大学毕业证如何办理
原版定制【微信:41543339】【(UofS毕业证书)萨省大学毕业证】【微信:41543339】成绩单、外壳、offer、留信学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信41543339】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信41543339】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
→ 【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
毕业原版【微信:176555708】【(GWU,GW毕业证书)乔治·华盛顿大学毕业证】【微信:176555708】成绩单、外壳、offer、留信学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信176555708】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信176555708】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
→ 【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理
毕业原版【微信:176555708】【(UCSF毕业证书)旧金山分校毕业证】【微信:176555708】成绩单、外壳、offer、留信学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信176555708】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信176555708】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
→ 【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
一比一原版(CBU毕业证)卡普顿大学毕业证如何办理
CBU毕业证offer【微信95270640】《卡普顿大学毕业证书》《QQ微信95270640》学位证书电子版：在线制作卡普顿大学毕业证成绩单GPA修改（制作CBU毕业证成绩单CBU文凭证书样本）、卡普顿大学毕业证书与成绩单样本图片、《CBU学历证书学位证书》、卡普顿大学毕业证案例毕业证书制作軟體、在线制作加拿大硕士学历证书真实可查.
如果您是以下情况，我们都能竭诚为您解决实际问题：【公司采用定金+余款的付款流程，以最大化保障您的利益，让您放心无忧】
1、在校期间，因各种原因未能顺利毕业，拿不到官方毕业证+微信95270640
2、面对父母的压力，希望尽快拿到卡普顿大学卡普顿大学毕业证成绩单；
3、不清楚流程以及材料该如何准备卡普顿大学卡普顿大学毕业证成绩单；
4、回国时间很长，忘记办理；
5、回国马上就要找工作，办给用人单位看；
6、企事业单位必须要求办理的；
面向美国乔治城大学毕业留学生提供以下服务:
【★卡普顿大学卡普顿大学毕业证成绩单毕业证、成绩单等全套材料，从防伪到印刷，从水印到钢印烫金，与学校100%相同】
【★真实使馆认证（留学人员回国证明），使馆存档可通过大使馆查询确认】
【★真实教育部认证，教育部存档，教育部留服网站可查】
【★真实留信认证，留信网入库存档，可查卡普顿大学卡普顿大学毕业证成绩单】
我们从事工作十余年的有着丰富经验的业务顾问，熟悉海外各国大学的学制及教育体系，并且以挂科生解决毕业材料不全问题为基础，为客户量身定制1对1方案，未能毕业的回国留学生成功搭建回国顺利发展所需的桥梁。我们一直努力以高品质的教育为起点，以诚信、专业、高效、创新作为一切的行动宗旨，始终把“诚信为主、质量为本、客户第一”作为我们全部工作的出发点和归宿点。同时为海内外留学生提供大学毕业证购买、补办成绩单及各类分数修改等服务；归国认证方面，提供《留信网入库》申请、《国外学历学位认证》申请以及真实学籍办理等服务，帮助众多莘莘学子实现了一个又一个梦想。
专业服务，请勿犹豫联系我
如果您真实毕业回国，对于学历认证无从下手，请联系我，我们免费帮您递交
诚招代理：本公司诚聘当地代理人员，如果你有业余时间，或者你有同学朋友需要，有兴趣就请联系我
你赢我赢，共创双赢
你做代理，可以帮助卡普顿大学同学朋友
你做代理，可以拯救卡普顿大学失足青年
你做代理，可以挽救卡普顿大学一个个人才
你做代理，你将是别人人生卡普顿大学的转折点
你做代理，可以改变自己，改变他人，给他人和自己一个机会道银边山娃摸索着扯了扯灯绳小屋顿时一片刺眼的亮瞅瞅床头的诺基亚山娃苦笑着摇了摇头连他自己都感到奇怪居然又睡到上午点半掐指算算随父亲进城已一个多星期了山娃几乎天天起得这么迟在乡下老家暑假五点多山娃就醒来在爷爷奶奶嘁嘁喳喳的忙碌声中一骨碌爬起把牛驱到后龙山再从莲塘里采回一蛇皮袋湿漉漉的莲蓬也才点多点半早就吃过早餐玩耍去了山娃的家在闽西山区依山傍水山清水秀门前潺潺流淌的蜿蜒小溪一直都是山娃和小伙伴们盛试
一比一原版(Bradford毕业证书)布拉德福德大学毕业证如何办理
原版定制【微信:41543339】【(Bradford毕业证书)布拉德福德大学毕业证】【微信:41543339】成绩单、外壳、offer、留信学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信41543339】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信41543339】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
→ 【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样
原版一模一样【微信：741003700 】【(uts毕业证书)悉尼科技大学毕业证学历证书】【微信：741003700 】学位证，留信认证（真实可查，永久存档）offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原海外各大学 Bachelor Diploma degree, Master Degree Diploma
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
一比一原版(UMN文凭证书)明尼苏达大学毕业证如何办理
毕业原版【微信:176555708】【(UMN毕业证书)明尼苏达大学毕业证】【微信:176555708】成绩单、外壳、offer、留信学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信176555708】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信176555708】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
→ 【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理
毕业原版【微信:41543339】【(爱大毕业证书)爱丁堡大学毕业证】【微信:41543339】成绩单、外壳、offer、留信学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信41543339】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信41543339】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
→ 【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
State of Artificial intelligence Report 2023
Artificial intelligence (AI) is a multidisciplinary field of science and engineering whose goal is to create intelligent machines.
We believe that AI will be a force multiplier on technological progress in our increasingly digital, data-driven world. This is because everything around us today, ranging from culture to consumer products, is a product of intelligence.
The State of AI Report is now in its sixth year. Consider this report as a compilation of the most interesting things we’ve seen with a goal of triggering an informed conversation about the state of AI and its implication for the future.
We consider the following key dimensions in our report:
Research: Technology breakthroughs and their capabilities.
Industry: Areas of commercial application for AI and its business impact.
Politics: Regulation of AI, its economic implications and the evolving geopolitics of AI.
Safety: Identifying and mitigating catastrophic risks that highly-capable future AI systems could pose to us.
Predictions: What we believe will happen in the next 12 months and a 2022 performance review to keep us honest.
Recently uploaded (20)
The Building Blocks of QuestDB, a Time Series Database
The Building Blocks of QuestDB, a Time Series Database
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...
2018 IMF Hackathon Presentation
- 1. IMF World Economic Outlook Data Visualization Hackathon Presentation (or, the only thing I remember from grad school is comparative advantage)
- 2. Purpose of Today’s Analysis • What can we learn quickly? • How can I maximize the value of my presentation given the constraints of: • Time (2hrs) • Resources (Available Data) • And the objective function: • Visualize data • Using my comparative advantage (data exploration & presentation) • Minimize extraneous calculations • This informs my technology (software choice) • This informs my analysis (what data, series)
- 3. Resource Constraint • More data than I have time to analyze • Focus on three (3) data series of GDP growth (% change) • Advanced Economics • Emerging Market and Developing Economies • World Economy • What can we learn quickly?
- 4. Technology • Excel (sorry) • Occam’s Razor meets Moore’s Law • When presented with competing technological choices to solve a problem, one should select the technology that requires the least amount of data processing • Most pre-processing was done(Thank you, IMF!), so quick visualizations requires simple data wrangling and minimal calculations • Take advantage of Excel’s ability to quickly transpose and manipulate data tables and visualize time series • What can we learn quickly?
- 5. Objective Function •Visualize Data First • Perspective • Context • New ways of thinking… •Leverage “Ocular Economics” • Good starting point for ‘deep dives’ •What can we learn quickly?
- 6. What Can We Learn Quickly? •What can we visualize quickly? •Time series data lends itself to line charts •Small multiples •What do we want to learn? •How good are we at projecting GDP growth? •Does it vary by vintage? By aggregated data series?
- 7. Average Forecast Error by Vintage, by Series -2.0% -1.5% -1.0% -0.5% 0.0% 0.5% Advanced Economies Advanced Economies Spring Forecasts Advanced Economies Fall Forecasts -2.0% -1.5% -1.0% -0.5% 0.0% 0.5% Emerging Economies Emerging Market and Developing Economies Spring Forecasts Emerging Market and Developing Economies Fall Forecasts -2.0% -1.5% -1.0% -0.5% 0.0% 0.5% World Economies World Economy Spring Forecasts World Economy Spring Forecasts
- 8. Average Forecast Error, by Vintage, by Series Advanced Economies 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 Spring -1.8% -1.7% -0.3% -0.4% -0.7% -0.5% -0.3% -0.2% -0.2% 0.1% 0.3% Fall -1.6% -1.3% -0.3% -0.5% -0.6% -0.3% -0.2% -0.2% 0.0% 0.3% 0.2% Emerging Economies 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 Spring -0.9% -1.4% 0.0% -1.0% -1.6% -1.4% -1.2% -0.7% -0.2% 0.2% 0.3% Fall -1.4% -1.3% -0.1% -1.1% -1.5% -1.1% -0.5% -0.4% 0.0% 0.2% 0.1% World Economy 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 Spring -1.2% -1.3% 0.1% -0.5% -1.0% -0.8% -0.6% -0.3% -0.2% 0.1% 0.3% Fall -1.5% -1.0% 0.0% -0.6% -0.9% -0.6% -0.2% -0.3% 0.0% 0.2% 0.1%
- 9. Forecast Error by Time Period, Spring Vintages -6.0% -5.0% -4.0% -3.0% -2.0% -1.0% 0.0% 1.0% 2.0% 3.0% 4.0% t0 t1 t2 t3 t4 t5 Advanced Economies Forecast Error by Time Period Spring2007 Spring2008 Spring2009 Spring2010 Spring2011 Spring2012 Spring2013 Spring2014 Spring2015 Spring2016 Spring2017 -6.0% -5.0% -4.0% -3.0% -2.0% -1.0% 0.0% 1.0% 2.0% 3.0% 4.0% t0 t1 t2 t3 t4 t5 Emerging Economies Forecast Error by Time Period Spring2007 Spring2008 Spring2009 Spring2010 Spring2011 Spring2012 Spring2013 Spring2014 Spring2015 Spring2016 Spring2017 -6.0% -5.0% -4.0% -3.0% -2.0% -1.0% 0.0% 1.0% 2.0% 3.0% 4.0% t0 t1 t2 t3 t4 t5 World Economies Forecast Error by Time Period, Spring Vintage Spring2007 Spring2008 Spring2009 Spring2010 Spring2011 Spring2012 Spring2013 Spring2014 Spring2015 Spring2016 Spring2017
- 10. Forecast Error by Future Time Period, Fall Vintages -6.0% -5.0% -4.0% -3.0% -2.0% -1.0% 0.0% 1.0% 2.0% 3.0% t0 t1 t2 t3 t4 t5 Advanced Economies Forecast Error by Time Period Fall2007 Fall2008 Fall2009 Fall2010 Fall2011 Fall2012 Fall2013 Fall2014 Fall2015 Fall2016 Fall2017 -6.0% -5.0% -4.0% -3.0% -2.0% -1.0% 0.0% 1.0% 2.0% 3.0% t0 t1 t2 t3 t4 t5 Emerging Economies Forecast Error by Time Period Fall2007 Fall2008 Fall2009 Fall2010 Fall2011 Fall2012 Fall2013 Fall2014 Fall2015 Fall2016 Fall2017 -6.0% -5.0% -4.0% -3.0% -2.0% -1.0% 0.0% 1.0% 2.0% 3.0% t0 t1 t2 t3 t4 t5 World Economy Forecast Error by Time Period Fall2007 Fall2008 Fall2009 Fall2010 Fall2011 Fall2012 Fall2013 Fall2014 Fall2015 Fall2016 Fall2017
- 11. Average Forecast Error by Future Time Period Advanced Economies t0 t1 t2 t3 t4 t5 Spring Vintage -0.1% -0.8% -1.1% -0.8% -0.9% -0.8% Fall Vintage 0.0% -0.6% -1.0% -0.7% -0.8% -0.7% Emerging Economies t0 t1 t2 t3 t4 t5 Spring Vintage 0.2% -0.6% -1.2% -1.2% -1.6% -1.9% Fall Vintage 0.0% -0.6% -1.0% -0.7% -0.8% -0.7% World Economy t0 t1 t2 t3 t4 t5 Spring Vintage 0.2% -0.5% -1.0% -0.8% -1.1% -1.2% Fall Vintage 0.3% -0.4% -0.9% -0.7% -1.0% -1.2%
- 12. Observations based on Visualizing the Data • Fall Vintages have the highest accuracy, the most years out • Vintages during/post the recession showed high variance in predicting 1-3 years out • Forecasts were over estimating GDP growth until 2015 (ish) • Outliers from 2007+2008 forecasts drive average, so figure out a way to treat them
- 13. Suggest Next Steps • More Time • More (Historical) Data • Increase sample size of observations • Econometric analysis • Proper calibration of data • Between vs. within vintage variances • Between vs. within country series variances