Forecasting uncertainty at Airbnb
O'Reilly on Data
MARCH 28, 2019
Theresa Johnson outlines the AI powering Airbnb’s metrics forecasting platform. Continue reading Forecasting uncertainty at Airbnb.
This site uses cookies to improve your experience. To help us insure we adhere to various privacy regulations, please select your country/region of residence. If you do not select a country, we will assume you are from the United States. Select your Cookie Settings or view our Privacy Policy and Terms of Use.
Cookies and similar technologies are used on this website for proper function of the website, for tracking performance analytics and for marketing purposes. We and some of our third-party providers may use cookie data for various purposes. Please review the cookie settings below and choose your preference.
Used for the proper function of the website
Used for monitoring website traffic and interactions
Cookies and similar technologies are used on this website for proper function of the website, for tracking performance analytics and for marketing purposes. We and some of our third-party providers may use cookie data for various purposes. Please review the cookie settings below and choose your preference.
O'Reilly on Data
MARCH 28, 2019
Theresa Johnson outlines the AI powering Airbnb’s metrics forecasting platform. Continue reading Forecasting uncertainty at Airbnb.
Jedox
APRIL 16, 2020
Dean Boyer as a guest to the Jedox Blog for our series on “Managing Uncertainty” Mr. Boyer is a Director of Technology Services at Marks Paneth LLP, a premier accounting firm based in the United States. He shares his expertise on how an EPM solution supports managing economic uncertainty, particularly in times of crisis.
This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.
O'Reilly on Data
MARCH 27, 2019
Forecasting uncertainty at Airbnb. Theresa Johnson outlines the AI powering Airbnb’s metrics forecasting platform. Watch " Forecasting uncertainty at Airbnb.". Watch " Winners of the Strata Data Awards 2019.".
The Unofficial Google Data Science Blog
DECEMBER 4, 2019
ln this post he describes where and how having “humans in the loop” in forecasting makes sense, and reflects on past failures and successes that have led him to this perspective. Our team does a lot of forecasting. It also owns Google’s internal time series forecasting platform described in an earlier blog post.
Speaker: Gertjan de Lange
If the last few years have illustrated one thing, it’s that modeling techniques, forecasting strategies, and data optimization are imperative for solving complex business problems and weathering uncertainty. Don't let uncertainty drive your business. Watch this exclusive demo today!
Jet Global
JUNE 8, 2021
In periods of great uncertainty, organizations forecast more frequently in the hope that it will give them a better handle on their trading prospects, levels of activity, and resources needed for the coming months. The forecasting wheel is turning faster and faster, but the process hasn’t changed materially.
AWS Big Data
AUGUST 7, 2023
Many businesses use different software tools to analyze historical data and past patterns to forecast future demand and trends to make more accurate financial, marketing, and operational decisions. Forecasting acts as a planning tool to help enterprises prepare for the uncertainty that can occur in the future.
Smart Data Collective
APRIL 20, 2020
With the Coronavirus pandemic, the world has been thrown into complete uncertainty. Corporations need data to forecast the market’s future and the recent drop in the price of fossil fuels have invigorated alternative energy projects globally. Smart metering helps predict demand and forecasts what will be needed based on data.
CIO Business Intelligence
MARCH 26, 2024
Trendforce forecasts that starting in 2024, the demand for AI development and software services will significantly increase, alongside the growth of edge computing AI servers using mid-range GPUs and FPGAs.
Jedox
APRIL 9, 2020
Times of crisis mean uncertainty, both personally and professionally. In this blog post, we’ll look at the importance of agility in FP&A in being able to better manage uncertainties, even during uncertain times and build resilience for the future. Business Continuity. Better agility increases resiliency.
CIO Business Intelligence
MARCH 15, 2023
The pressure is on to navigate economic uncertainty. growth underscores how inflation, interest rate fluctuations, and consumer spending are reshaping forecasts, investment portfolios, and the CIO agenda. All things related to maintaining the systems to land, expand, and renew business at forecasted volumes are no brainers.
Dataiku
NOVEMBER 13, 2020
While the backdrop of 2020’s global health crisis and economic uncertainty makes heading into the holiday season quite unlike years past, the U.S. is still slated to drive online sales growth.
CIO Business Intelligence
MAY 19, 2022
They’re people — each with their own unique circumstances at home, families to support, and worries about the uncertainty that comes with a volatile global pandemic. Aside from the workflow inefficiencies that come with a distributed service center, there’s an element of human emotion that needs to be addressed.
Smart Data Collective
JULY 31, 2022
Predictive analytics tools can be particularly valuable during periods of economic uncertainty. Predictive Analytics Helps Traders Deal with Market Uncertainty. However, predictive analytics will probably be even more important as global uncertainty is higher than ever. The EU economy is expected to increase by 2.7%
Smart Data Collective
MARCH 2, 2023
As a result, they will need to invest in data analytics tools to sustain a competitive edge in the face of growing economic uncertainty. Predictive analytics technology can help companies forecast demand One of the biggest challenges businesses face in any economy is predicting demand for their products or services.
CIO Business Intelligence
AUGUST 24, 2023
It’s no surprise, then, that according to a June KPMG survey, uncertainty about the regulatory environment was the top barrier to implementing gen AI. So here are some of the strategies organizations are using to deploy gen AI in the face of regulatory uncertainty. Would you put your client’s sales forecast into Facebook?
The Unofficial Google Data Science Blog
APRIL 17, 2017
by ERIC TASSONE, FARZAN ROHANI We were part of a team of data scientists in Search Infrastructure at Google that took on the task of developing robust and automatic large-scale time series forecasting for our organization. So it should come as no surprise that Google has compiled and forecast time series for a long time.
CIO Business Intelligence
JULY 18, 2022
According to John-David Lovelock, research vice president at Gartner, inflationary pressures are top-of-mind for most IT decision-makers at the moment, which creates a degree of uncertainty—high prices today could become even higher tomorrow. We forecast this trend is going to continue over the next couple of years.”.
The Data Visualisation Catalogue
OCTOBER 18, 2024
A Fan Chart is a visualisation tool used in time series analysis to display forecasts and associated uncertainties. Each shaded area shows the range of possible future outcomes and represents different levels of uncertainty with the darker shades indicating higher levels of probability.
CIO Business Intelligence
MARCH 23, 2023
Despite the reduced forecast, Accenture’s diversified business and industry mix can help offset weakness in specific sectors, such as technology, and provide stability, Rasero said, adding that long-term demand prospects for Accenture’s services remain high as the company continues to benefit from digital transformation trends.
John Wheeler
JANUARY 31, 2021
No doubt, 2021 will be the year of uncertainty and change. As it turns out, uncertainty and change are the two primary aspects of strategic, operational and technology risk fueling the current demand for integrated risk management (IRM). A focus on performance and assurance helps to reduce uncertainty related to strategic goals.
Jedox
APRIL 16, 2020
Dean Boyer as a guest to the Jedox Blog for our series on “Managing Uncertainty” Mr. Boyer is a Director of Technology Services at Marks Paneth LLP, a premier accounting firm based in the United States. He shares his expertise on how an EPM solution supports managing economic uncertainty, particularly in times of crisis.
CIO Business Intelligence
JUNE 7, 2024
-based company, which claims to be the top-ranked supplier of renewable energy sales to corporations, turned to machine learning to help forecast renewable asset output, while establishing an automation framework for streamlining the company’s operations in servicing the renewable energy market. million in its first year, contributed a $5.5
Jedox
AUGUST 6, 2020
In our previous blog post, “ What are Rolling Forecasts? ” we covered forecasting and rolling forecasts in general. In our second post in this series, we look at the pros and cons of introducing rolling forecasts for your organization. Year-end forecasts help to make decisions in order to achieve annual goals.
CIO Business Intelligence
DECEMBER 26, 2023
As a first step toward reducing uncertainty and surprise in 2024, I suggest CIOs take baby steps to operationalize learning by leaning into this briefing structure. Uncertainty is Certain A key reason to do this is because uncertainty abounds. There are a wide range of possible outcomes in 2024.
CIO Business Intelligence
MAY 2, 2022
Faced with massive uncertainties, many organizations have essentially given up on crafting strategy, deciding instead that regulatory compliance will be a surrogate for strategy. Embrace uncertainty. In the U.S., roughly 12% of GDP is spent on regulatory compliance.
Smart Data Collective
OCTOBER 6, 2023
One of the biggest benefits of data analytics is that it helps companies improve stability during times of uncertainty. Data Analyst Solomon Nyamson wrote an article on Linkedin pointing out that predictive analytics tools like Sarima have made it easier than ever to forecast retail sales due to seasonal changes.
BI-Survey
MARCH 16, 2021
Markets and competition today are highly dynamic and complex, and the future is characterized by uncertainty – not least because of COVID-19. This uncertainty is currently at the forefront of everyone‘s minds. A dynamic environment requires flexible decision support and short-term updates of targets and forecasts.
BI-Survey
MARCH 16, 2021
Markets and competition today are highly dynamic and complex, and the future is characterized by uncertainty – not least because of COVID-19. This uncertainty is currently at the forefront of everyone‘s minds. A dynamic environment requires flexible decision support and short-term updates of targets and forecasts.
O'Reilly on Data
JANUARY 22, 2019
All models, therefore, need to quantify the uncertainty inherent in their predictions. Errors in analysis and forecasting may arise from any of the following modeling issues: using an inappropriate functional form, inputting inaccurate parameters, or failing to adapt to structural changes in the market.
DataRobot Blog
OCTOBER 4, 2022
This has prompted AI/ML model owners to retrain their legacy models using data from the post-COVID era, while adapting to continually fluctuating market trends and thinking creatively about forecasting. In the last few years, businesses have experienced disruptions and uncertainty on an unprecedented scale. The Dataset.
Jedox
JANUARY 3, 2023
In times of uncertainty and change, technology can drive our ability to adapt quickly. Geopolitical tensions could cause rapid change across the economy, requiring organizations to change strategies quickly, re-forecast often, and use multiple scenario planning with all information available. Technology is a talent magnet.
CIO Business Intelligence
JANUARY 15, 2024
Having a finance expert like Saleh at the helm could help stabilize Atos as it seeks to negotiate the uncertainties around its debt rescheduling and its recapitalization plans, which the company says are unchanged since its announcement on Jan. It had previously reported revenue of €11.3
Jedox
APRIL 21, 2020
In the face of unprecedented uncertainty, the question is how to quickly evaluate risk, opportunities and competitively allocate capital. At the fund level, great uncertainty demands continual strategic and portfolio reviews to manage liquidity, identify assets at risk, and understand growth challenges. Pinpoint opportunities.
Jet Global
FEBRUARY 10, 2021
Contributory factors to uncertainty. Two of the biggest reasons that lead to year-end uncertainty and eleventh-hour price changes are the lack of proper planning and coordination that should happen throughout the year. A further 10 percent calculate October actuals and 2-month forecasts. How to establish best practices.
CIO Business Intelligence
FEBRUARY 8, 2024
The global IT services industry is at a significant crossroads, with the explosive growth of generative AI and deepening economic uncertainties reshaping its future. Cognizant Technology Solutions announced a full-year revenue forecast below expectations.
Jet Global
JANUARY 12, 2021
With the pace of change and uncertainty facing your business, is your current planning process fit for purpose? How easily can you keep up with new pressures to forecast more frequently, more accurately, and with input from across the whole organization? Europe, Middle East, Africa. Register Now. Asia Pacific. Register Now.
Jet Global
FEBRUARY 2, 2021
Forecasting and planning have taken on much greater importance than ever before. The planning and forecasting tools provided with most ERP systems provide limited flexibility, and typically require a considerable amount of manual effort. Over time, the process that has historically been known as budgeting and forecasting has evolved.
CIO Business Intelligence
SEPTEMBER 22, 2022
This echoes some existing sentiment, especially around D&I, for instance, but the discipline of success lies in not only thinking 10 years ahead but also walking it back to the present to account for progress—a model that has given the IFTF a consistent track record of successfully forecasting futures. “I
Jet Global
APRIL 12, 2021
Demands on tax teams have never been greater, especially when the uncertainty of the economy and the ongoing impact of the pandemic are considered. It’s likely to be later in 2021 or 2022 by the time normality reappears, and such uncertainty requires tax professionals to plan for multiple scenarios.”. Process, Technology, and People.
erwin
AUGUST 13, 2020
Compliance and Legislation : How do we manage uncertainty around legislative change (e.g., balance growth goals with cost reduction, forecast resources needs vs. revenue)? Customer Engagement : How can we better engage with customers including brand, loyalty, customer acquisition and product strategy? big data, analytics and insights)?
Jedox
SEPTEMBER 3, 2020
The unprecedented uncertainty forced companies to make critical decisions within compressed time frames. The room for poor assumptions and missed forecasts shrank. Using these drivers as an overlay to stress-test models add robustness to forecasting and can identify exposure and risks to long-term stability. Conclusion.
Jet Global
OCTOBER 21, 2020
Companies use forecasting to make critical investments, plan for covenant compliance, and even decide on future mergers and acquisitions (M&A) strategies. Furthermore, obtaining organisational consensus on a forecast can be as difficult as getting the organisation to contribute to the planning process in the first place.
Timo Elliott
JANUARY 4, 2021
First, because uncertainty exploded. For example, it’s used for pipeline forecasting, and it has been particularly useful recently – we cancelled almost all staff travel and physical events, and the system was used to project the effects on profitability. Dashboards and analytics have been around for a long, long time.
Expert insights. Personalized for you.
We have resent the email to
Are you sure you want to cancel your subscriptions?
Let's personalize your content