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.

Forecasting 83

Forecasting Modeling Statistics Uncertainty 83

IBM Big Data Hub

FEBRUARY 20, 2024

Climate models provide answers Human activities precipitated changes to the Earth’s climate in the 20th century and will largely determine the future climate. Global climate models have given climate scientists a set of expectations as to what the future could hold, both for the Earth at large and for specific regions.

Modeling 114

Modeling Forecasting Reporting Risk 114

Jedox

SEPTEMBER 3, 2020

The new normal introduced new risks from employee health and safety, supply chain stress and government mandates – all with working capital implications. The unprecedented uncertainty forced companies to make critical decisions within compressed time frames. The room for poor assumptions and missed forecasts shrank.

Uncertainty 81

Uncertainty Forecasting Digital Transformation Risk 81

CIO Business Intelligence

MAY 23, 2023

Unlocking VMware’s potential Broadcom’s business model and its decades of focus on R&D combined with VMware’s core technology and superb talent will be the catalysts that will enable VMware to capture the growth opportunity in front of it. VMware needs more partners to grow, and we will help it succeed in doing so.

Uncertainty 133

Uncertainty Cost-Benefit Risk Technology 133

CIO Business Intelligence

OCTOBER 18, 2023

If anything, 2023 has proved to be a year of reckoning for businesses, and IT leaders in particular, as they attempt to come to grips with the disruptive potential of this technology — just as debates over the best path forward for AI have accelerated and regulatory uncertainty has cast a longer shadow over its outlook in the wake of these events.

Risk 136

Risk Manufacturing Enterprise Technology 136

DataRobot

JUNE 1, 2021

Before you put a model into production, you may first need to clear compliance hurdles. You should first identify potential compliance risks, with each additional step again tested against risks. Typically, these areas require the most attention: model development, implementation, and use. Knowing When to Trust a Model.

Uncertainty 52

Uncertainty Machine Learning Advertising Risk 52

CIO Business Intelligence

SEPTEMBER 20, 2023

They are afraid of failure and the uncertainty of knowledge work, and so that’s stressful. Agile is an amazing risk management tool for managing uncertainty, but that’s not always obvious.” The key is recognizing that planning must be an agile discipline, not a standalone activity performed independently of agile teams.

Digital Transformation 128

Digital Transformation Uncertainty Metrics Business Objectives 128

Jet Global

MAY 11, 2021

May 11, 2021 – In the early days of the pandemic, cash flow management took center stage for many businesses and risk management continues to be a priority this year as business leaders depend more than ever on finance teams for decision-making support. RALEIGH, N.C. – COVID-19 Response & Economic Recovery Indicators.

Finance 98

Finance Technology Forecasting Uncertainty 98

CIO Business Intelligence

FEBRUARY 24, 2023

VMware Tanzu Labs partners with organizations worldwide to accelerate the delivery of software and modernize legacy apps, while reducing operating costs and risk working side by side with customers to build capabilities, transfer skills and knowledge, and instill a process that shows immediate and lasting impact. government.

Software 104

Software Uncertainty Risk Cost-Benefit 104

Cloudera

OCTOBER 27, 2020

Instead of relying on pre-trained models that may be less effective for domain-specific problems, what meta-learning proposes is to use an end-to-end deep learning algorithm. In turn, this enables us to classify new classes based on only a handful of examples during model inference that makes meta-learning particularly attractive.

Deep Learning 62

Deep Learning Machine Learning Forecasting Uncertainty 62

erwin

AUGUST 13, 2020

managing risk vs ROI and emerging countries)? Compliance and Legislation : How do we manage uncertainty around legislative change (e.g., balance growth goals with cost reduction, forecast resources needs vs. revenue)? And the platform also supports business process modeling and analysis. big data, analytics and insights)?

Enterprise 143

Enterprise Cost-Benefit Uncertainty ROI 143

CIO Business Intelligence

AUGUST 1, 2023

Instead, our entire business model is grounded in the belief that we can create innovative solutions that will deliver on our customers’ needs over time and progress through multiple generations of technology. We co-create with them, and we invest in continuously addressing their needs.

Uncertainty 82

Uncertainty Risk Sales Marketing 82

CIO Business Intelligence

FEBRUARY 13, 2023

Following the transaction close, solutions from the combined Broadcom and VMware will enable customers to create the multi-cloud environment they want — across public clouds, data centers and the edge — all while increasing choice and reducing risks around lock-in, control over data, critical operations, and rising costs.

IT 57

IT Uncertainty Sales Risk 57

Jet Global

SEPTEMBER 10, 2020

Living through periods of rapid upheaval and uncertainty, like the recent pandemic, forces us to adapt quickly to new working practices. Forward-looking enterprises that are achieving better outcomes have already quickly reworked forecasts on supply chains, materials, and costs. Navigating Your Transition to xP&A.

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Forecasting Finance Uncertainty Sales 52

Jedox

OCTOBER 8, 2020

We are currently operating in an environment with a very high (if not the highest ever) level of VUCA, (Volatility, Uncertainty, Complexity, Ambiguity). The way you mitigate uncertainty is with planning, planning, and more planning. To quote General/President Dwight D.

Uncertainty 75

Uncertainty Cost-Benefit Unstructured Data Data-driven 75

bridgei2i

JUNE 3, 2020

Consumers feel threatened by the prolonged uncertainty, not having had to deal with anything like it, in their lives. Demand for minimal physical interaction/low human touch products: Due to the risk of infection, customers want to pick up products with minimal human contact.

Manufacturing 52

Manufacturing Forecasting Uncertainty Digital Transformation 52

bridgei2i

JULY 8, 2020

They discuss the impact of the pandemic on enterprises and the need to adopt parallel windows – a short term window to get an enterprise’s operational system up and running as effectively as possible, and a medium-term outlook to mitigate the supply chain shocks and risks. Can we model the impact for such structural shocks?

Digital Transformation 132

Digital Transformation Enterprise Insurance Risk 132

CIO Business Intelligence

OCTOBER 31, 2022

The Broadcom business case for this transaction is premised on focusing on the business model, increasing R&D, and executing so that customers see the value of the full portfolio of innovative product offerings — not on increasing prices. VMware develops technology for the future and addresses a growing market.

Uncertainty 82

Uncertainty Risk Reporting Marketing 82

Jet Global

APRIL 2, 2020

Unless you operate in a few privileged industries, you will likely contend with declining revenues this quarter and next, making it incumbent on the accounting team to adjust plans and forecasts accordingly. Having access to up-to-date data to understand the depth of those declines and their enterprise-wide impact will be crucial.

Finance 64

Finance Forecasting Uncertainty Sales 64

CIO Business Intelligence

MAY 4, 2022

More specifically, Rasmussen is boosting her spend on cybersecurity to help manage risk, a key element for enabling Ceridian’s planned global expansion. He says organizations are looking to automate, streamline operations, and reduce costs to help deal with an unsettled labor market, worker shortages, inflation, and geopolitical uncertainty.

IT 135

IT Business Driver Reporting Uncertainty 135

Cloudera

MARCH 2, 2018

Banking, transportation, healthcare, retail, and real estate, all have seen the emergence of new business models fundamentally changing how customers use their services. Identify those most at risk or most affected by a problem more accurately by using predictive analytics. The model integrates and analyses hundreds of data elements.

Data-driven 43

Data-driven Prescriptive Analytics Descriptive Analytics Machine Learning 43

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.

Forecasting 113

Forecasting Data Science Statistics Uncertainty 113

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. The way we perceive business risk, and how we manage it, is fundamentally different for every finance leader on the planet. Why change the process?

Forecasting 98

Forecasting Finance Business Driver Key Performance Indicator 98

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.

Forecasting 96

Forecasting Finance Uncertainty Dashboards 96

Insight

FEBRUARY 19, 2020

Using variability in machine learning predictions as a proxy for risk can help studio executives and producers decide whether or not to green light a film project Photo by Kyle Smith on Unsplash Originally posted on Toward Data Science. Hollywood is a $10 billion-a-year industry, and movies range from huge hits to box office bombs.

Risk 67

Risk ROI Modeling Metrics 67

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.

Forecasting 52

Forecasting Management Uncertainty Predictive Modeling 52

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.

Forecasting 52

Forecasting Management Uncertainty Predictive Modeling 52

Domino Data Lab

JUNE 2, 2019

We had data science leaders presenting about lessons learned while leading data science teams, covering key aspects including scalability, being model-driven, being model-informed, and how to shape the company culture effectively. Data science leadership: importance of being model-driven and model-informed.

Data-driven 110

Data-driven Data Science Machine Learning Modeling 110

CIO Business Intelligence

FEBRUARY 27, 2023

For us, the uncertainty of not knowing if the staff were safe was the most difficult part. Both providers and private enterprises have been willing to have an increased risk profile because the tradeoffs have been acceptable. Gartner forecasts no end in sight for the global talent crunch. says Koalitionen CEO Amir Mofidi.

Software 82

Software Marketing Uncertainty Technology 82

Smart Data Collective

FEBRUARY 14, 2023

Before you can create a strategy, you must determine your risk tolerance. Finding the right balance between risk and reward is all about your establishing personal investment goals. Once you have outlined your risk tolerance, you will have an easier time using predictive analytics tools to improve your asset allocation strategy.

Predictive Analytics 107

Predictive Analytics Management Analytics Risk 107

bridgei2i

JUNE 11, 2020

If nothing else, this anecdote offers valuable insight into the impact that uncertainty of any kind has on consumer behaviour; it triggers volatility. The immediate factor guiding consumer demand behaviour in CPG is Fear— fear of uncertainty, fear of losing incomes, fear of falling sick, fear of running out of essentials etc.

Digital Transformation 52

Digital Transformation Sales Uncertainty Forecasting 52

Jet Global

OCTOBER 18, 2021

Factory shutdowns, shipping bottlenecks, and shortages of raw materials have led to substantial uncertainty for businesses seeking to address the vicissitudes of supply-side availability. The “What” and “Why” of Demand Planning and Forecasting. Demand forecasting is about predicting potential spikes or troughs in demand.

Forecasting 52

Forecasting Recreation/Entertainment Sales Finance 52

Jet Global

JULY 28, 2023

Understanding evolving market conditions and consumer behaviors in EMEA remains crucial for capitalizing on emerging opportunities and mitigating risks in this dynamic and competitive landscape. Here, we discuss how factors like market uncertainty and IT dependence impact finance teams throughout EMEA.

Finance 52

Finance Uncertainty Reporting Forecasting 52

Jet Global

AUGUST 31, 2022

BEPS already requires that companies itemize their revenues by country, and as taxation bodies develop more sophisticated models that compare BEPS data with corporate tax return data, there may be an increase in investigations, again reinforcing the growing need for data scientists. The Role of Technology in Adopting BEPS 2.0.

Software 52

Software Reporting Forecasting Management 52

Jet Global

JANUARY 31, 2022

In most companies, planning, budgeting, and forecasting processes are fairly well-established, but just because you’ve always done things a certain way doesn’t mean you can’t improve them. Use Scenario Modeling. Scenario modeling enables decision-makers to compare potential outcomes under a variety of conditions.

Forecasting 52

Forecasting Recreation/Entertainment Finance Software 52

Jet Global

DECEMBER 8, 2023

Sustaining growth amidst economic uncertainty demands immediate, clear insights from your SAP data to inform strategic decision-making. Organizations seeking cloud migration must recalibrate processes, reconfigure data models, and adapt to a new interface and functionality. Angles can seamlessly cleanse company SAP data.

Finance 52

Finance Reporting Management Software 52

Jet Global

OCTOBER 14, 2022

Siloing comes with its fair share of risks, such as: Disconnect between departments. Inability to properly budget and forecast. The popular product is at risk of selling out, preventing the organization from earning additional profit and harming customer relations. Inefficiency. Sub-par customer service. in northern New Jersey.

Finance 52

Finance Reporting Operational Reporting Forecasting 52