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Revenue Recognition
3 Months Ended
Mar. 31, 2020
Revenue from Contract with Customer [Abstract]  
Revenue Recognition Revenue Recognition
Disaggregation of revenue
We disaggregate revenue from contracts with customers by geographical areas and major product categories. We have three major agricultural pesticide product categories: insecticides, herbicides, and fungicides. The disaggregated revenue tables are shown below for the three months ended March 31, 2020 and 2019.
The following table provides information about disaggregated revenue by major geographical region:
Three Months Ended March 31,
(in Millions)20202019
North America$327.6  $318.3  
Latin America259.2  206.5  
Europe, Middle East & Africa (EMEA)415.3  412.0  
Asia247.9  255.3  
Total Revenue$1,250.0  $1,192.1  

The following table provides information about disaggregated revenue by major product category:
Three Months Ended March 31,
(in Millions)20202019
Insecticides$720.4  $703.4  
Herbicides367.2  361.6  
Fungicides83.3  70.5  
Other79.1  56.6  
Total Revenue$1,250.0  $1,192.1  

We earn revenue from the sale of a wide range of products to a diversified base of customers around the world. Our portfolio is comprised of three major pesticide categories: insecticides, herbicides and fungicides. These products are used in agriculture to enhance crop yield and quality by controlling a broad spectrum of insects, weeds and disease, as well as in non-agricultural markets for pest control. The majority of our product lines consist of insecticides and herbicides, with a smaller portfolio of fungicides mainly used in high value crop segments. Our insecticides are used to control a wide spectrum of pests, while our
herbicide portfolio primarily targets a large variety of difficult-to-control weeds. Products in the other category include various agricultural products such as smaller classes of pesticides, growth promoters, and soil enhancements.
Sale of Goods
Revenue from product sales is recognized when (or as) we satisfy a performance obligation by transferring the promised goods to a customer, that is, when control of the good transfers to the customer. The customer is then invoiced at the agreed-upon price with payment terms generally ranging from 30 to 90 days, with some regions providing terms longer than 90 days. We do not typically give payment terms that exceed 360 days; however, in certain geographical regions such as Latin America, these terms may be given in limited circumstances. Additionally, a timing difference of over one year can exist between when products are delivered to the customer and when payment is received from the customer in these regions; however, the effect of these sales is not material to the financial statements as a whole. Furthermore, we have assessed the circumstances and arrangements in these regions and determined that the contracts with these customers do not contain a significant financing component.
In determining when the control of goods is transferred, we typically assess, among other things, the transfer of risk and title and the shipping terms of the contract. The transfer of title and risk typically occurs either upon shipment to the customer or upon receipt by the customer. As such, we typically recognize revenue when goods are shipped based on the relevant Incoterm for the product order, or in some regions, when delivery to the customer’s requested destination has occurred. When we perform shipping and handling activities after the transfer of control to the customer (e.g., when control transfers prior to delivery), they are considered as fulfillment activities, and accordingly, the costs are accrued for when the related revenue is recognized. For FOB shipping point terms, revenue is recognized at the time of shipment since the customer gains control at this point in time.
We record amounts billed for shipping and handling fees as revenue. Costs incurred for shipping and handling are recorded as costs of sales and services. Amounts billed for sales and use taxes, value-added taxes, and certain excise and other specific transactional taxes imposed on revenue-producing transactions are presented on a net basis and excluded from sales in the consolidated income statements. We record a liability until remitted to the respective taxing authority.
Sales Incentives and Other Variable Considerations
As a part of our customary business practice, we offer a number of sales incentives to our customers including volume discounts, retailer incentives, and prepayment options. The variable considerations given can differ by products, support levels and other eligibility criteria. For all such contracts that include any variable consideration, we estimate the amount of variable consideration that should be included in the transaction price utilizing either the expected value method or the most likely amount method depending on the nature of the variable consideration. Variable consideration is included in the transaction price if, in our judgment, it is probable that a significant future reversal of cumulative revenue under the contract will not occur. Although determining the transaction price for these considerations requires significant judgment, we have significant historical experience with incentives provided to customers and estimate the expected consideration considering historical patterns of incentive payouts. These estimates are reassessed each reporting period as required.
In addition to the variable considerations described above, in certain instances, we may require our customers to meet certain volume thresholds within their contract term. We estimate what amount of variable consideration should be included in the transaction price at contract inception and continually reassess this estimation each reporting period to determine situations when the minimum volume thresholds will not be met.
Right of Return
We extend an assurance warranty offering customers a right of refund or exchange in case delivered product does not conform to specifications. Additionally, in certain regions and arrangements, we may offer a right of return for a specified period. Both instances are accounted for as a right of return and transaction price is adjusted for an estimate of expected returns. Replacement products are accounted for under the warranty guidance if the customer exchanges one product for another of the same kind, quality, and price. We have significant experience with historical return patterns and use this experience to include returns in the estimate of transaction price.
Contract asset and contract liability balances
We satisfy our obligations by transferring goods and services in exchange for consideration from customers. The timing of performance sometimes differs from the timing the associated consideration is received from the customer, thus resulting in the recognition of a contract asset or contract liability. We recognize a contract liability if the customer's payment of consideration is received prior to completion of our related performance obligation.
The following table presents the opening and closing balances of our receivables, net of allowances and contract liabilities from contracts with customers:

(in Millions)Balance as of December 31, 2019Balance as of March 31, 2020Increase (Decrease)
Receivables from contracts with customers, net of allowances$2,354.3  $2,585.8  $231.5  
Contract liabilities: Advance payments from customers492.7  213.5  (279.2) 

The amount of revenue recognized in the three months ended March 31, 2020 that was included in the opening contract liability balance is $279.2 million.
The balance of receivables from contracts with customers listed in the table above include both current trade receivables and long-term receivables, net of allowance for doubtful accounts. The allowance for receivables represents our best estimate of the probable losses associated with potential customer defaults. We determine the allowance based on historical experience, current collection trends, and external business factors such as economic factors, including regional bankruptcy rates, and political factors. The change in allowance for doubtful accounts for both current trade receivables and long-term receivables is representative of the impairment of receivables as of March 31, 2020. Refer to Note 7 for further information.
We periodically enter into prepayment arrangements with customers and receive advance payments for product to be delivered in future periods. Prepayment terms are extended to customers/distributors in order to capitalize on surplus cash with growers. Growers receive bulk payments for their produce, which they leverage to buy our products from distributors through prepayment options. This in turn creates opportunity for distributors to make large prepayments to us for securing the future supply of products to be sold to growers. Prepayments are typically received in the fourth quarter of the fiscal year and are for the following marketing year indicating that the time difference between prepayment and performance of corresponding performance obligations does not exceed one year.
We recognize these prepayments as a liability under "Advance Payments from customers" on the condensed consolidated balance sheets when they are received. Revenue associated with advance payments is recognized as shipments are made and transfer of control to the customer takes place. Advance payments from customers was $492.7 million as of December 31, 2019 and $213.5 million as of March 31, 2020.