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By Paul Kiernan and Bob Tita

RIO DE JANEIRO--Farm manufacturer Deere & Co. said it is laying off nearly 10% of the workers at a factory in southern Brazil in response to falling equipment sales in South America and "the volatility of the Brazilian market."

The factory where the layoffs are taking place, in Horizontina, has roughly 1,800 workers and produces mechanical harvesters and planters. Deere has four other factories in Brazil.

The move came as farmers, faced with lower prices for sugar cane and grains, hold off on buying expensive new machinery. Prices for soybeans, Brazil's biggest agricultural export, have fallen almost 30% since the beginning of the year.

"Faced with this scenario and despite all efforts, John Deere Brasil has had to adjust to the volatility of the Brazilian market," the company said in a statement.

In recent years, Brazil has been a key growth market for U.S.-based farm equipment manufacturers looking for sales expansion beyond mature markets in North America and Western Europe. Because of Brazil's climate, many farmers plant crops year-round, putting greater demands on machinery than in the U.S. Rising commodities prices in Brazil combined with a government-supported loan program for equipment purchases fueled a robust demand for tractors and harvesting combines.

Deere's farm machinery sales in Brazil account for about 10% of the company's annual sales, according to analyst estimates. Illinois-based Deere has been introducing new tractor models into the market that have made it more competitive with rivals Agco Corp.--the leader in tractor sales in Brazil--and CNH Industrial, maker of Case and New Holland branded equipment. Deere intends to start producing more high-horsepower tractors in Brazil starting next year. The company has been importing high-horsepower models into Brazil from its assembly plant in Waterloo, Iowa.

Deere's overall share in the Brazilian tractor market is about 21% of total units sold, up from about 14% in 2008.

In its latest quarterly earnings release, Deere said it expect sales of agricultural machinery in South America to decline 15% from 2013. Brazil is by far the continent's biggest market for such equipment, followed by Argentina. Deere executives told analysts last month that it expects industrywide farm machinery sales in Brazil to be flat in 2015 compared with 2014.

"Faced with this scenario and despite all efforts, John Deere Brasil has had to adjust to the volatility of the Brazilian market," the company said in a statement.

Write to Paul Kiernan at paul.kiernan@wsj.com and Bob Tita at bob.tita@wsj.com

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