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Forecasting the sales of industrial robots

Sales of industrial robots in Japan have been growing steadily in recent years, driven by increasingly automated manufacturing, rising demand from the automotive industry, and wider adoption in electronics and food and beverage.

80%
Accuracy
27+
Leading indicators
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Leading indicators identified with Indicio

Forecasted variable: Industrial Robots Japan - Sales

IndicatorRelevance
Trend: Industrial Robots Japan - Sales value★★★★
PMI MANUFACTURING CHINA - NEW ORDER INDEX★★★
USA - CAPITAL EXPENDITURES MADE- VEHICLES★★
United States, Business Surveys, Philadelphia Federal, Future Capital Expenditures, SA, Index★
PPI - NONFERROUS METALS★
NFIB SURVEY: % PLANNING CAPITAL EXPENDITURES IN 3 TO 6 MONTHS★
Japan, Export Prices, Yen Basis, Sensor Devices, Index, 2020 = 100★
ORDERS BACKLOG VALUE - INDUSTRIAL ROBOT★
China container exports★
RATIO OF MANUFACTURERS INVTRY TO SHIPMENTS, MACHINERY★
Total exports - Japan★
ISM MANUFACTURERS SURVEY: CAPITAL EXPENDITURES, 1 YEAR+★
Industrial production Japan - Manufacturing index★
United States, Production, Aggregates, Construction Supplies Index★
INV IN FIXED ASSETS: MFG. - METAL PRODUCTS (CMLV)(%YOY)★
Google trends: Caterpillar Inc★
New Privately-Owned Housing Units Authorized in Permit-Issuing Places: Total Units★
Producer Price Index by Industry: Construction Machinery Manufacturing★
Google trends: KOBELCO Construction Machinery Co.Ltd.★
Manufacturers' New Orders: Construction Materials and Supplies★

Indicio captures the group effect of the leading indicators; the relevance ranking of each indicator changes over time.

Top indicators identified

Trend: Industrial Robots Japan - Sales value

Describes the historical sales trend for industrial robots in the Japanese market over a given period.

PMI Manufacturing China - New Order Index

The Chinese manufacturing Purchasing Managers' Index, focusing on the new orders component.

USA - Capital expenditures made - vehicles

Economic conditions in the US can affect demand for industrial robots, since they are often used in automotive manufacturing.

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